SlideShare a Scribd company logo
1 of 811
Download to read offline
Abbreviations Used in This Book
Abbreviation Unabbreviated Unit(s)
A amps
C Celsius, Centigrade
cm centimeters
F Fahrenheit
hp horsepower
hr hour, hours
Hz hertz (sec)-1
in inch, inches
lbf pounds force
m meters
min minute, minutes
mm millimeters
MPa megapascals (N/mm2
)
mV millivolts
N newtons
ops operations
Pa pascals (N/m2
)
pc pieces, parts
rad Radians
rev revolutions
sec second, seconds
V volts
W watts
wk week, weeks
yr year, years
m@in microinches
mm microns, micrometers
m@sec microseconds
mV microvolts
Ω ohms
Automation,
Production Systems,
and Computer-Integrated
Manufacturing
This page intentionally left blank
Automation,
Production Systems,
and Computer-Integrated
Manufacturing
Fourth Edition
Mikell P
. Groover
Professor Emeritus of Industrial
and Systems Engineering
Lehigh University
Boston Columbus Indianapolis New York San Francisco Upper Saddle River
Amsterdam Cape Town Dubai London Madrid Milan Munich Paris Montréal Toronto
Delhi Mexico City São Paulo Sydney Hong Kong Seoul Singapore Taipei Tokyo
www.pearsonhighered.com
Vice President and Editorial Director, ECS:
Marcia J. Horton
Executive Editor: Holly Stark
Editorial Assistant: Sandra Rodriguez
Product Marketing Manager: Bram Van Kempen
Marketing Assistant: Jon Bryant
Senior Managing Editor: Scott Disanno
Production Program Manager: Clare Romeo
Production Project Manager: Greg Dulles
Director of Operations: Nick Sklitsis
Operations Specialist: Maura Zaldivar-Garcia
Cover Designer: Dayanithi/Integra Software
Services Pvt. Ltd.
Manager, Rights and Permissions: Rachel Youdelman
Full-service Project Management: George Jacob,
Integra Software Services Pvt. Ltd.
Composition: Integra Software Services Pvt. Ltd.
Printer/Binder: Edwards Bros. Malloy Jackson Road
Cover Printer: Phoenix Color/Hagerstown
Typeface: 10/12 Times Ten LT Std Roman
Copyright © 2015 by Pearson Higher Education, Inc., Upper Saddle River, NJ 07458. All rights reserved.
Manufactured in the United States of America. This publication is protected by Copyright and permissions
should be obtained from the publisher prior to any prohibited reproduction, storage in a retrieval system,
or transmission in any form or by any means, electronic, mechanical, photocopying, recording, or likewise.
To obtain permission(s) to use materials from this work, please submit a written request to Pearson Higher
­
Education, Permissions Department, One Lake Street, Upper Saddle River, NJ 07458.
The author and publisher of this book have used their best efforts in preparing this book. These efforts include
the development, research, and testing of theories and programs to determine their effectiveness. The author
and publisher make no warranty of any kind, expressed or implied, with regard to these programs or the docu-
mentation contained in this book. The author and publisher shall not be liable in any event for incidental or
consequential damages with, or arising out of, the furnishing, performance, or use of these programs.
Pearson Education Ltd., London
Pearson Education Singapore, Pte. Ltd
Pearson Education Canada, Inc.
Pearson Education—Japan
Pearson Education Australia PTY, Limited
Pearson Education North Asia, Ltd., Hong Kong
Pearson Educación de Mexico, S.A. de C.V.
Pearson Education Malaysia, Pte. Ltd.
Pearson Education, Inc., Upper Saddle River, New Jersey
Printed in the United States of America
10 9 8 7 6 5 4 3 2 1
Library of Congress Cataloging-in-Publication Data
Groover, Mikell P.
Automation production systems and computer-integrated manufacturing/Mikell P. Groover, professor
emeritus of Industrial and Systems Engineering, Lehigh University.—Fourth edition.
  pages cm
ISBN 13: 978-0-13-349961-2
ISBN 10: 0-13-349961-8
1. Manufacturing processes—Automation. 2. Production control. 3. CAD/CAM systems.
4. Computer integrated manufacturing systems. 5. Robots, Industrial. I. Title.
TS183.G76 2015
670.285—dc23
2014002906
ISBN 10: 0-13-349961-8
ISBN 13: 978-0-13-349961-2
v
Contents
Preface xi
Chapter 1 Introduction 1
1.1 Production Systems 2
1.2 Automation in Production Systems 6
1.3 Manual Labor in Production Systems 11
1.4 Automation Principles and Strategies 13
1.5 About This Book 18
Part I:		Overview of Manufacturing 21
Chapter 2 Manufacturing Operations 21
2.1 Manufacturing Industries and Products 25
2.2 Manufacturing Operations 28
2.3 Production Facilities 32
2.4 Product/Production Relationships 37
Chapter 3 Manufacturing Metrics and Economics 46
3.1 Production Performance Metrics 47
3.2 Manufacturing Costs 59
APPENDIX 3A: Averaging Formulas for Equation (3.20) 73
Part II:		Automation and Control Technologies 75
Chapter 4 Introduction to Automation 75
4.1 Basic Elements of an Automated System 78
4.2 Advanced Automation Functions 86
4.3 Levels of Automation 91
Chapter 5 Industrial Control Systems 95
5.1 Process Industries versus Discrete Manufacturing Industries 96
5.2 Continuous versus Discrete Control 98
5.3 Computer Process Control 104
vi Contents
Chapter 6 Hardware Components for Automation and Process Control 121
6.1 Sensors 122
6.2 Actuators 126
6.3 Analog–Digital Conversions 138
6.4 Input/Output Devices for Discrete Data 143
Chapter 7 Computer Numerical Control 149
7.1 Fundamentals of NC Technology 152
7.2 Computers and Numerical Control 158
7.3 Applications of NC 163
7.4 Analysis of Positioning Systems 170
7.5 NC Part Programming 178
APPENDIX 7A: Coding for Manual Part Programming 196
Chapter 8 Industrial Robotics 204
8.1 Robot Anatomy and Related Attributes 206
8.2 Robot Control Systems 214
8.3 End Effectors 216
8.4 Applications of Industrial Robots 217
8.5 Robot Programming 226
8.6 Robot Accuracy and Repeatability 234
Chapter 9 Discrete Control and Programmable Logic Controllers 244
9.1 Discrete Process Control 244
9.2 Ladder Logic Diagrams 252
9.3 Programmable Logic Controllers 256
9.4 Personal Computers and Programmable Automation Controllers 263
Part III:		 Material Handling and Identification 269
Chapter 10 Material Transport Systems 269
10.1 Overview of Material Handling 270
10.2 Material Transport Equipment 275
10.3 Analysis of Material Transport Systems 291
Chapter 11 Storage Systems 309
11.1 Introduction to Storage Systems 310
11.2 Conventional Storage Methods and Equipment 314
11.3 Automated Storage Systems 317
11.4 Analysis of Storage Systems 325
Chapter 12 Automatic Identification and Data Capture 337
12.1 Overview of Automatic Identification Methods 338
12.2 Bar Code Technology 340
12.3 Radio Frequency Identification 347
12.4 Other AIDC Technologies 349
Contents vii
Part IV:	  Manufacturing Systems 353
Chapter 13 Overview of Manufacturing Systems 353
13.1 Components of a Manufacturing System 354
13.2 Types of Manufacturing Systems 359
Chapter 14 Single-Station Manufacturing Cells 366
14.1 Single-Station Manned Cells 367
14.2 Single-Station Automated Cells 368
14.3 Applications of Single-Station Cells 377
14.4 Analysis of Single-Station Cells 377
Chapter 15 Manual Assembly Lines 390
15.1 Fundamentals of Manual Assembly Lines 392
15.2 Analysis of Single-Model Assembly Lines 398
15.3 Line Balancing Algorithms 405
15.4 Workstation Details 411
15.5 Other Considerations in Assembly Line Design 413
15.6 Alternative Assembly Systems 416
APPENDIX 15A: Batch-Model and Mixed-Model Lines 426
Chapter 16 Automated Production Lines 441
16.1 Fundamentals of Automated Production Lines 442
16.2 Applications of Automated Production Lines 450
16.3 Analysis of Transfer Lines 454
APPENDIX 16A: Transfer Lines with Internal Storage 464
Chapter 17 Automated Assembly Systems 472
17.1 Fundamentals of Automated Assembly Systems 473
17.2 Analysis of Automated Assembly Systems 479
Chapter 18 Group Technology and Cellular Manufacturing 497
18.1 Part Families and Machine Groups 499
18.2 Cellular Manufacturing 506
18.3 Applications of Group Technology 511
18.4 Analysis of Cellular Manufacturing 513
APPENDIX 18A: Opitz Parts Classification and Coding System 528
Chapter 19 Flexible Manufacturing Cells and Systems 531
19.1 What Is a Flexible Manufacturing System? 533
19.2 FMC/FMS Components 538
19.3 FMS Application Considerations 545
19.4 Analysis of Flexible Manufacturing Systems 549
19.5 Alternative Approaches to Flexible Manufacturing 561
viii Contents
Part V:		 Quality Control Systems 575
Chapter 20 Quality Programs for Manufacturing 575
20.1 Quality in Design and Manufacturing 576
20.2 Traditional and Modern Quality Control 577
20.3 Process Variability and Process Capability 580
20.4 Statistical Process Control 583
20.5 Six Sigma 596
20.6 Taguchi Methods in Quality Engineering 600
20.7 ISO 9000 605
APPENDIX 20A: The Six Sigma DMAIC Procedure 612
Chapter 21 Inspection Principles and Practices 618
21.1 Inspection Fundamentals 619
21.2 Sampling versus 100% Inspection 624
21.3 Automated Inspection 628
21.4 When and Where to Inspect 630
21.5 Analysis of Inspection Systems 634
Chapter 22 Inspection Technologies 647
22.1 Inspection Metrology 648
22.2 Conventional Measuring and Gaging Techniques 653
22.3 Coordinate Measuring Machines 653
22.4 Surface Measurement 665
22.5 Machine Vision 667
22.6 Other Optical Inspection Methods 674
22.7 Noncontact Nonoptical Inspection Techniques 677
APPENDIX 22A: Geometric Feature Construction 682
Part VI:	  Manufacturing Support Systems 685
Chapter 23 Product Design and CAD/CAM in the Production System 685
23.1 Product Design and CAD 686
23.2 CAM, CAD/CAM, and CIM 693
23.3 Quality Function Deployment 697
Chapter 24 Process Planning and Concurrent Engineering 703
24.1 Process Planning 704
24.2 Computer-Aided Process Planning 709
24.3 Concurrent Engineering and Design for Manufacturing 712
24.4 Advanced Manufacturing Planning 716
Contents ix
Chapter 25 Production Planning and Control Systems 721
25.1 Aggregate Production Planning and the Master Production Schedule 723
25.2 Material Requirements Planning 725
25.3 Capacity Planning 731
25.4 Shop Floor Control 733
25.5 Inventory Control 739
25.6 Manufacturing Resource Planning (MRP II) 743
25.7 Enterprise Resource Planning (ERP) 744
Chapter 26 Just-In-Time and Lean Production 750
26.1 Lean Production and Waste in Manufacturing 751
26.2 Just-In-Time Production Systems 755
26.3 Autonomation 762
26.4 Worker Involvement 766
Appendix: Answers to Selected Problems 776
Index782
This page intentionally left blank
xi
Preface
This book has a history. It was originally published in 1980 as Automation, Production
Systems, and Computer-Aided Manufacturing. Topics included automated flow lines, as-
sembly line balancing, numerical control, CAD/CAM, control theory, process control,
production planning, group technology, and flexible manufacturing systems. A revised
edition was published in 1986 with a change in title to Automation, Production Systems,
and Computer-Integrated Manufacturing. Additional topics included industrial robot-
ics, programmable logic controllers, automated assembly systems, material handling and
storage, automatic identification techniques, shop floor control, and the future automated
factory. The second edition of the new title was released in 2000 with a 2001 copyright.
Many of the topics remained the same as in the 1986 edition, but much of the material on
control theory was eliminated. The book was reorganized substantially, and most of the
chapters were rewritten to bring the technical subject matter up to date. The third edition
was released in 2007 with a 2008 copyright. It contained expanded coverage of new and
emerging technologies (e.g., radio frequency identification, Six Sigma, lean production,
enterprise resource planning).
The basic objective of this new edition remains the same as in the previous edi-
tions: to provide up-to-date coverage of production systems, how they are sometimes
automated and computerized, and how they can be mathematically analyzed to obtain
performance metrics. The textbook is designed primarily for engineering students at
the advanced undergraduate or beginning graduate levels in industrial, mechanical, and
manufacturing engineering. It has all the features of an engineering textbook: equations,
­
example problems, diagrams, quantitative end-of-chapter exercises, and technical de-
scriptions that seem designed to baffle college students. The book should also be useful
for practicing engineers and managers who wish to learn about automation and produc-
tion systems technologies in modern manufacturing.
New to This Edition
In this fourth edition of the current title (fifth edition of the original 1980 book), I have
consolidated and reorganized many of the topics and eliminated material that I felt is no
longer relevant. Among the new topics and other changes in the book are those listed
below. Items marked with an asterisk (*) relate to recommendations made by the review-
ers (see Acknowledgments).
• In Chapter 3 (Manufacturing Metrics and Economics), many of the equations have
been revised to make them more robust. A new section on cost of a manufactured
part has been added.
xii Preface
• In Chapter 6 (Hardware Components for Automation and Process Control), new
content has been added on electric motors, including linear motors and the conver-
sion of rotary motion to linear motion.* Several new figures have been added in
support of the new content.*
• In Chapter 7 (Computer Numerical Control), the appendix on APT has been re-
moved because this method of programming has been largely replaced in industry
by CAD/CAM part programming, coverage of which has been expanded in this
new edition. In addition, the mathematical models of positioning control have been
improved.
• In Chapter 8 (Industrial Robotics), two new robot configurations have been added
and two configurations have been eliminated because they are no longer relevant.
• In Chapter 9 (Discrete Control and Programmable Logic Controllers), corrections
and improvements have been made in the ladder logic examples.* A section on pro-
grammable automation controllers has been added.
• In Chapter 10 (Material Transport Systems), the section on AGVS technologies has
been updated.
• In Chapter 11 (Storage Systems), the section on automated storage/retrieval sys-
tems has been updated and shortened.*
• In Chapter 12 (Automatic Identification and Data Capture), the section on radio
frequency identification (RFID) has been expanded and updated.*
• In Chapter 14 (Single-Station Manufacturing Cells), coverage of CNC machining
centers and related machine tools has been expanded.
• In Chapter 15 (Manual Assembly Lines), coverage of mixed-model assembly lines
has been moved to an appendix, on the assumption that some instructors may not
want to include this topic in their courses. A new section on batch-model assembly
lines has been included in the appendix.
• In Chapter 16 (Automated Production Lines), coverage of transfer lines with in-
ternal parts storage has been moved to an appendix, on the assumption that some
instructors may not want to include this topic in their courses.
• In Chapter 18 (Group Technology and Cellular Manufacturing), the organization
of the text has been substantially revised. A new section on performance metrics in
cell operations has been added. Coverage of parts classification and coding has been
reduced, and the Opitz system has been relocated to an appendix.
• In Chapter 19 (Flexible Manufacturing Cells and Systems), sections on mass cus-
tomization, reconfigurable manufacturing systems, and agile manufacturing have
been added.
• In Chapter 20 (Quality Programs for Manufacturing), the DMAIC procedure in Six
Sigma has been relocated to an appendix, on the assumption that some instructors
may not want to cover the detailed methodology of Six Sigma. If they do, those de-
tails are in the appendix.
• In Chapter 22 (Inspection Technologies), the mathematical details of coordinate
metrology have been relocated to an appendix. The section on machine vision has
been updated to include recent advances in camera technology.
Preface xiii
• In Chapter 23 (Product Design and CAD/CAM in the Production System), the sec-
tion on CAD has been updated to be consistent with modern industrial practice.*
• In Chapter 25 (Production Planning and Control Systems), the section on work-in-
process inventory costs has been eliminated, and the sections on MRP II and ERP
have been upgraded.
• More than 50% of the end-of-chapter problems are new or revised. The total num-
ber of problems is increased from 393 in the third edition to 416 in this edition.
• An appendix has been added listing answers to selected end-of-chapter problems
(answers to a total of 88 problems, or 21% of the end-of-chapter problems).*
• A total of 36 new or revised figures are included in this new edition, for a total of
278 figures. By comparison, the third edition has 293 figures, so the net change
is a reduction of 15 figures. This is due to the removal of outdated and extrane-
ous figures throughout the book and the elimination of the appendix on APT in
Chapter 7.
• A list of abbreviations used in the book, located in the inside front cover, has been
added for readers’ reference.
Support Materials for Instructors
For instructors who adopt the book for their courses, the following support materials are
available at the Pearson website, www.pearsonhighered.com. Evidence that the book has
been adopted as the main textbook for the course must be verified.
• A Solutions Manual covering all review questions and problems
• A complete set of PowerPoint slides for all chapters
Individual questions or comments may be directed to the author at Mikell.Groover@
Lehigh.edu or mpg0@Lehigh.edu.
Acknowledgments
A number of changes in the book were motivated by responses to a survey that was
conducted by the publisher. Some very worthwhile suggestions were offered by the re-
viewers, and I have attempted to incorporate them into the text where appropriate and
feasible. In any case, I appreciate the thoughtful efforts that they contributed to the
project, and I am sure that the book is better as a result of their efforts than it otherwise
would have been. Participants in the survey were T. S. Bukkapatnam, Oklahoma State
University; Joseph Domblesky, Marquette University; Brent Donham, Texas AM
University; John Jackman, Iowa State University; Matthew Kuttolamadom, Texas
AM University; Frank Peters, Iowa State University; and Tony Schmitz, University of
North Carolina-Charlotte.
I also acknowledge the following individuals at Pearson Education Inc. for their
support during this project: Holly Stark, Executive Editor; Clare Romeo, Program
xiv Preface
Manager; and Sandra Rodriguez, Editorial Assistant. In addition, I am grateful for the
fine job done by George Jacob at Integra Software Services who served as Program
Manager for the project. He and the copy editors working with him were thorough
and meticulous in their review of the manuscript (I take back all of the bad things I
have ever said about copy editors throughout the nearly 40 years I have been writing
textbooks).
Also, I am in gratitude to all of the faculty who have adopted the previous edi-
tions of the book for their courses, thus making those projects commercially successful
for Pearson Education Inc., so that I would be allowed to prepare this new edition.
Finally, I wish to thank Marcia Hamm Groover, my wife, my PowerPoint slide ex-
pert, my computer specialist (I write books about computer-related technologies, but she
is the one who fixes my computer when it has problems), and my supporter on this and
other textbook projects.
About the Author
Mikell P. Groover is Professor Emeritus of Industrial and Systems Engineering at Lehigh
University, where he taught and did research for 44 years. He received his B.A. in Arts
and Science (1961), B.S. in Mechanical Engineering (1962), M.S. in Industrial Engineering
(1966), and Ph.D. (1969), all from Lehigh. His industrial experience includes several years
as a manufacturing engineer before embarking on graduate studies at Lehigh.
His teaching and research areas include manufacturing processes, production sys-
tems, automation, material handling, facilities planning, and work systems. He has re-
ceived a number of teaching awards at Lehigh University, as well as the Albert G.
Holzman Outstanding Educator Award from the Institute of Industrial Engineers (1995)
and the SME Education Award from the Society of Manufacturing Engineers (2001).
His publications include over 75 technical articles and 12 books (listed below). His books
are used throughout the world and have been translated into French, German, Spanish,
Portuguese, Russian, Japanese, Korean, and Chinese. The first edition of Fundamentals
of Modern Manufacturing received the IIE Joint Publishers Award (1996) and the
M. Eugene Merchant Manufacturing Textbook Award from the Society of Manufacturing
Engineers (1996).
Dr. Groover is a member of the Institute of Industrial Engineers (IIE) and the
Society of Manufacturing Engineers (SME). He is a Fellow of IIE and SME.
Previous Books by the Author
Automation,Production Systems,and Computer-Aided Manufacturing,Prentice Hall,1980.
CAD/CAM:Computer-Aided Design and Manufacturing,Prentice Hall,1984 (co-authored
with E.W. Zimmers, Jr.).
Industrial Robotics: Technology, Programming, and Applications, McGraw-Hill Book
Company, 1986 (co-authored with M.Weiss, R. Nagel, and N. Odrey).
Automation, Production Systems, and Computer-Integrated Manufacturing, Prentice Hall,
1987.
Preface xv
Fundamentals of Modern Manufacturing:Materials,Processes,and Systems,originally pub-
lished by Prentice Hall in 1996, and subsequently published by John Wiley  Sons,
Inc., 1999.
Automation,Production Systems,and Computer-Integrated Manufacturing,Second Edition,
Prentice Hall, 2001.
Fundamentals of Modern Manufacturing:Materials,Processes,and Systems,Second Edition,
John Wiley  Sons, Inc., 2002.
Fundamentals of Modern Manufacturing: Materials, Processes, and Systems,Third Edition,
John Wiley  Sons, Inc., 2007.
Work Systems and the Methods, Measurement, and Management of Work, Pearson Prentice
Hall, 2007.
Fundamentals of Modern Manufacturing:Materials,Processes,and Systems,Fourth ­Edition,
John Wiley  Sons, Inc., 2010.
Introduction to Manufacturing Processes, John Wiley  Sons, Inc., 2012.
Fundamentals of Modern Manufacturing: Materials, Processes, and Systems, Fifth
Edition, John Wiley  Sons, Inc., 2013.
This page intentionally left blank
1
Chapter Contents
1.1 Production Systems
1.1.1 Facilities
1.1.2 Manufacturing Support Systems
1.2 Automation in Production Systems
1.2.1 Automated Manufacturing Systems
1.2.2 Computerized Manufacturing Support Systems
1.2.3 Reasons for Automating
1.3 Manual Labor in Production Systems
1.3.1 Manual Labor in Factory Operations
1.3.2 Labor in Manufacturing Support Systems
1.4 Automation Principles and Strategies
1.4.1 The USA Principle
1.4.2 Ten Strategies for Automation and Process Improvement
1.4.3 Automation Migration Strategy
1.5 About This Book
The word manufacturing derives from two Latin words, manus (hand) and factus (make),
so that the combination means made by hand. This was the way manufacturing was accom-
plished when the word first appeared in the English language around 1567. Commercial
goods of those times were made by hand. The methods were handicraft, accomplished in
small shops, and the goods were relatively simple, at least by today’s standards. As many
years passed, factories came into being, with many workers at a single site, and the work
had to be organized using machines rather than handicraft techniques. The products
Introduction
Chapter 1
2 Chap. 1 / Introduction
became more complex, and so did the processes to make them. Workers had to special-
ize in their tasks. Rather than overseeing the fabrication of the entire product, they were
responsible for only a small part of the total work. More up-front planning was required,
and more coordination of the operations was needed to keep track of the work flow in the
factories. Slowly but surely, the systems of production were being developed.
The systems of production are essential in modern manufacturing. This book is all
about these production systems and how they are sometimes automated and computerized.
1.1 Production Systems
A production system is a collection of people, equipment, and procedures organized to
perform the manufacturing operations of a company. It consists of two major compo-
nents as indicated in Figure 1.1:
1. Facilities. The physical facilities of the production system include the equipment,
the way the equipment is laid out, and the factory in which the equipment is located.
2. Manufacturing support systems. These are the procedures used by the company to
manage production and to solve the technical and logistics problems encountered
in ordering materials, moving the work through the factory, and ensuring that prod-
ucts meet quality standards. Product design and certain business functions are in-
cluded in the manufacturing support systems.
In modern manufacturing operations, portions of the production system are
­
automated and/or computerized. In addition, production systems include people.
People make these systems work. In general, direct labor people (blue-collar workers)
Manufacturing
systems
Production
system
Factory and
plant layout
Facilities
Manufacturing
support systems
Manufacturing
planning
Business
functions
Manufacturing
control
Product design
Figure 1.1 The production system consists of
facilities and manufacturing support systems.
Sec. 1.1 / Production Systems 3
are responsible for operating the facilities, and professional staff people (white-collar
­
workers) are responsible for the manufacturing support systems.
1.1.1 Facilities
The facilities in the production system consist of the factory, production machines and
tooling, material handling equipment, inspection equipment, and computer systems that
control the manufacturing operations. Facilities also include the plant layout, which is
the way the equipment is physically arranged in the factory. The equipment is usually
organized into manufacturing systems, which are the logical groupings of equipment and
workers that accomplish the processing and assembly operations on parts and products
made by the factory. Manufacturing systems can be individual work cells consisting of a
single production machine and a worker assigned to that machine. More complex manu-
facturing systems consist of collections of machines and workers, for example, a produc-
tion line. The manufacturing systems come in direct physical contact with the parts and/or
assemblies being made. They “touch” the product.
In terms of human participation in the processes performed by the manufacturing
systems, three basic categories can be distinguished, as portrayed in Figure 1.2: (a) man-
ual work systems, (b) worker-machine systems, and (c) automated systems.
Manual Work Systems. A manual work system consists of one or more workers
performing one or more tasks without the aid of powered tools. Manual material handling
tasks are common activities in manual work systems. Production tasks commonly require
the use of hand tools, such as screwdrivers and hammers. When using hand tools, a work-
holder is often employed to grasp the work part and position it securely for processing.
Examples of production-related manual tasks involving the use of hand tools include
• A machinist using a file to round the edges of a rectangular part that has just been
milled
• A quality control inspector using a micrometer to measure the diameter of a shaft
• A material handling worker using a dolly to move cartons in a warehouse
• A team of assembly workers putting together a piece of machinery using hand tools.
Worker-Machine Systems. In a worker-machine system, a human worker oper-
ates powered equipment, such as a machine tool or other production machine. This is
one of the most widely used manufacturing systems. Worker-machine systems include
Machine
Periodic worker
attention
Automated machine
Process
(b) (c)
(a)
Process
Process
Worker
Worker
Hand tools
Figure 1.2 Three categories of manufacturing systems: (a) manual work
system, (b) worker-machine system, and (c) fully automated system.
4 Chap. 1 / Introduction
combinations of one or more workers and one or more pieces of equipment. The workers
and machines are combined to take advantage of their relative strengths and attributes,
which are listed in Table 1.1. Examples of worker-machine systems include the following:
• A machinist operating an engine lathe to fabricate a part for a product
• A fitter and an industrial robot working together in an arc–welding work cell
• A crew of workers operating a rolling mill that converts hot steel slabs into flat plates
• A production line in which the products are moved by mechanized conveyor and
the workers at some of the stations use power tools to accomplish their processing
or assembly tasks.
Automated Systems. An automated system is one in which a process is per-
formed by a machine without the direct participation of a human worker. Automation
is implemented using a program of instructions combined with a control system that
­
executes the instructions. Power is required to drive the process and to operate the pro-
gram and control system (these terms are defined more completely in Chapter 4).
There is not always a clear distinction between worker-machine systems and
­
automated systems, because many worker-machine systems operate with some degree
of automation. Two levels of automation can be identified: semiautomated and fully
­automated. A semiautomated machine performs a portion of the work cycle under some
form of program control, and a human worker tends to the machine for the remainder
of the cycle, by loading and unloading it, or by performing some other task each cycle.
A fully automated machine is distinguished from its semiautomated counterpart by its
capacity to operate for an extended period of time with no human attention. Extended
period of time means longer than one work cycle; a worker is not required to be present
during each cycle. Instead, the worker may need to tend the machine every tenth cycle,
or every hundredth cycle. An example of this type of operation is found in many injection
molding plants, where the molding machines run on automatic cycles, but periodically the
molded parts at the machine must be collected by a worker. Figure 1.2(c) depicts a fully
automated system. The semiautomated system is best portrayed by Figure 1.2(b).
In certain fully automated processes, one or more workers are required to be present
to continuously monitor the operation, and make sure that it performs according to the
intended specifications. Examples of these kinds of automated processes include complex
Table 1.1   Relative Strengths and Attributes of Humans and Machines
Humans Machines
Sense unexpected stimuli Perform repetitive tasks consistently
Develop new solutions to problems Store large amounts of data
Cope with abstract problems Retrieve data from memory reliably
Adapt to change Perform multiple tasks
simultaneously
Generalize from observations Apply high forces and power
Learn from experience Perform simple computations
quickly
Make decisions based on
incomplete data
Make routine decisions quickly
Sec. 1.1 / Production Systems 5
chemical processes, oil refineries, and nuclear power plants. The workers do not actively
participate in the process except to make occasional adjustments in the equipment set-
tings, perform periodic maintenance, and spring into action if something goes wrong.
1.1.2 Manufacturing Support Systems
To operate the production facilities efficiently, a company must organize itself to design
the processes and equipment, plan and control the production orders, and satisfy prod-
uct quality requirements. These functions are accomplished by manufacturing support
­
systems—people and procedures by which a company manages its production operations.
Most of these support systems do not directly contact the product, but they plan and
­
control its progress through the factory.
Manufacturing support involves a sequence of activities, as depicted in Figure 1.3.
The activities consist of four functions that include much information flow and data
processing: (1) business functions, (2) product design, (3) manufacturing planning, and
(4) manufacturing control.
Business Functions. The business functions are the principal means by which the
company communicates with the customer. They are, therefore, the beginning and the
end of the information-processing sequence. Included in this category are sales and mar-
keting, sales forecasting, order entry, and customer billing.
The order to produce a product typically originates from the customer and proceeds
into the company through the sales department of the firm. The production order will be in
one of the following forms: (1) an order to manufacture an item to the customer’s specifica-
tions, (2) a customer order to buy one or more of the manufacturer’s proprietary products,
or (3) an internal company order based on a forecast of future demand for a proprietary
product.
Product Design. If the product is manufactured to customer design, the design
has been provided by the customer, and the manufacturer’s product design department is
not involved. If the product is to be produced to customer specifications, the manufactur-
er’s product design department may be contracted to do the design work for the product
as well as to manufacture it.
If the product is proprietary, the manufacturing firm is responsible for its develop-
ment and design. The sequence of events that initiates a new product design often origi-
nates in the sales department; the direction of information flow is indicated in Figure 1.3.
The departments of the firm that are organized to accomplish product design might include
research and development, design engineering, and perhaps a prototype shop.
Manufacturing
planning
Manufacturing
control
Product to
customer
Product design
Starting materials Factory operations
Business
functions
Order to
produce
Figure 1.3 Sequence of information-processing activities in a typical
­manufacturing firm.
6 Chap. 1 / Introduction
Manufacturing Planning. The information and documentation that constitute the
product design flows into the manufacturing planning function. The information-­
processing
activities in manufacturing planning include process planning, master scheduling, material
requirements planning, and capacity planning.
Process planning consists of determining the sequence of individual processing and
assembly operations needed to produce the part. The manufacturing engineering depart-
ment is responsible for planning the processes and related technical details such as tool-
ing. Manufacturing planning includes logistics issues, commonly known as production
planning. The authorization to produce the product must be translated into the master
production schedule, which is a listing of the products to be made, the dates on which
they are to be delivered, and the quantities of each. Based on this master schedule, the
individual components and subassemblies that make up each product must be scheduled.
Raw materials must be purchased or requisitioned from storage, parts must be ordered
from suppliers, and all of these items must be planned so they are available when needed.
The computations for this planning are made by material requirements planning. In
­
addition, the master schedule must not list more quantities of products than the factory
is capable of producing each month with its given number of machines and manpower.
Capacity planning is concerned with determining the human and equipment resources
of the firm and checking to make sure that the production plan is feasible.
Manufacturing Control. Manufacturing control is concerned with managing and
controlling the physical operations in the factory to implement the manufacturing plans.
The flow of information is from planning to control as indicated in Figure 1.3. Information
also flows back and forth between manufacturing control and the factory operations.
Included in this function are shop floor control, inventory control, and quality control.
Shop floor control deals with the problem of monitoring the progress of the prod-
uct as it is being processed, assembled, moved, and inspected in the factory. Shop floor
control is concerned with inventory in the sense that the materials being processed in
the factory are work-in-process inventory. Thus, shop floor control and inventory control
overlap to some extent. Inventory control attempts to strike a proper balance between
the risk of too little inventory (with possible stock-outs of materials) and the carrying cost
of too much inventory. It deals with such issues as deciding the right quantities of materi-
als to order and when to reorder a given item when stock is low. The function of quality
control is to ensure that the quality of the product and its components meet the standards
specified by the product designer. To accomplish its mission, quality control depends on
inspection activities performed in the factory at various times during the manufacture of
the product. Also, raw materials and component parts from outside sources are some-
times inspected when they are received, and final inspection and testing of the finished
product is performed to ensure functional quality and appearance. Quality control also
includes data collection and problem-solving approaches to address process problems re-
lated to quality, such as statistical process control (SPC) and Six Sigma.
1.2 Automation in Production Systems
Some components of the firm’s production system are likely to be automated, whereas
others will be operated manually or clerically. The automated elements of the produc-
tion system can be separated into two categories: (1) automation of the manufacturing
Sec. 1.2 / Automation in Production Systems 7
systems in the factory, and (2) computerization of the manufacturing support systems.
In modern production systems, the two categories are closely related, because the auto-
mated manufacturing systems on the factory floor are themselves usually implemented
by computer systems that are integrated with the manufacturing support systems and
management information system operating at the plant and enterprise levels. The two
categories of automation are shown in Figure 1.4 as an overlay on Figure 1.1.
1.2.1 Automated Manufacturing Systems
Automated manufacturing systems operate in the factory on the physical product. They
perform operations such as processing, assembly, inspection, and material handling, in
many cases accomplishing more than one of these operations in the same system. They
are called automated because they perform their operations with a reduced level of human
participation compared with the corresponding manual process. In some highly automated
systems, there is virtually no human participation. Examples of automated manufacturing
systems include:
• Automated machine tools that process parts
• Transfer lines that perform a series of machining operations
• Automated assembly systems
• Manufacturing systems that use industrial robots to perform processing or assembly
operations
• Automatic material handling and storage systems to integrate manufacturing
operations
• Automatic inspection systems for quality control.
Facilities
Production
system
Manufacturing
systems
Automation
Computerization
Factory and
plant layout
Business
functions
Manufacturing
control
Manufacturing
planning
Product design
Manufacturing
support systems
Figure 1.4 Opportunities for automation and computerization
in a production system.
8 Chap. 1 / Introduction
Automated manufacturing systems can be classified into three basic types: (1) fixed
automation, (2) programmable automation, and (3) flexible automation. They generally
operate as fully automated systems although semiautomated systems are common in
programmable automation. The relative positions of the three types of automation for
different production volumes and product varieties are depicted in Figure 1.5.
Fixed Automation. Fixed automation is a system in which the sequence of pro-
cessing (or assembly) operations is fixed by the equipment configuration. Each operation
in the sequence is usually simple, involving perhaps a plain linear or rotational motion or
an uncomplicated combination of the two, such as feeding a rotating spindle. It is the inte-
gration and coordination of many such operations in one piece of equipment that makes
the system complex. Typical features of fixed automation are (1) high initial investment
for custom-engineered equipment, (2) high production rates, and (3) inflexibility of the
equipment to accommodate product variety.
The economic justification for fixed automation is found in products that are made
in very large quantities and at high production rates. The high initial cost of the ­equipment
can be spread over a very large number of units, thus minimizing the unit cost relative
to alternative methods of production. Examples of fixed automation include machining
transfer lines and automated assembly machines.
Programmable Automation. In programmable automation, the production
equipment is designed with the capability to change the sequence of operations to ac-
commodate different product configurations. The operation sequence is controlled by a
program, which is a set of instructions coded so that they can be read and interpreted by
the system. New programs can be prepared and entered into the equipment to produce
new products. Some of the features that characterize programmable automation include
(1) high investment in general-purpose equipment, (2) lower production rates than fixed
automation, (3) flexibility to deal with variations and changes in product configuration,
and (4) high suitability for batch production.
Flexible
automation
Fixed
automation
Production quantity
1 100 10,000 1,000,000
Product
variety
Programmable
automation
Figure 1.5 Three types of automation relative
to production quantity and product variety.
Sec. 1.2 / Automation in Production Systems 9
Programmable automated systems are used in low- and medium-volume produc-
tion. The parts or products are typically made in batches. To produce each new batch of
a different item, the system must be reprogrammed with the set of machine instructions
that correspond to the new item. The physical setup of the machine must also be changed:
Tools must be loaded, fixtures must be attached to the machine table, and any required
machine settings must be entered. This changeover takes time. Consequently, the typical
cycle for a given batch includes a period during which the setup and reprogramming take
place, followed by a period in which the parts are produced. Examples of programmable
automation include numerically controlled (NC) machine tools, industrial robots, and
programmable logic controllers.
Flexible Automation. Flexible automation is an extension of programmable
automation. A flexible automated system is capable of producing a variety of parts or
products with virtually no time lost for changeovers from one design to the next. There
is no lost production time while reprogramming the system and altering the physical
setup (tooling, fixtures, machine settings). Accordingly, the system can produce vari-
ous mixes and schedules of parts or products instead of requiring that they be made
in batches. What makes flexible automation possible is that the differences between
parts processed by the system are not significant, so the amount of changeover between
designs is minimal. Features of flexible automation include (1) high investment for a
custom-engineered system, (2) continuous production of variable mixtures of parts or
products, (3) medium production rates, and (4) flexibility to deal with product design
variations. Examples of flexible automation are flexible manufacturing systems that
perform machining processes.
1.2.2 Computerized Manufacturing Support Systems
Automation of the manufacturing support systems is aimed at reducing the amount of
manual and clerical effort in product design, manufacturing planning and control, and
the business functions of the firm. Nearly all modern manufacturing support systems are
implemented using computers. Indeed, computer technology is used to implement auto-
mation of the manufacturing systems in the factory as well. Computer-integrated manu-
facturing (CIM) denotes the pervasive use of computer systems to design the products,
plan the production, control the operations, and perform the various information-­
processing functions needed in a manufacturing firm. True CIM involves integrating all
of these functions in one system that operates throughout the enterprise. Other terms
are used to identify specific elements of the CIM system; for example, computer-aided
design (CAD) supports the product design function. Computer-aided manufacturing
(CAM) is used for functions related to manufacturing engineering, such as process plan-
ning and numerical control part programming. Some computer systems perform both
CAD and CAM, and so the term CAD/CAM is used to indicate the integration of the
two into one system.
Computer-integrated manufacturing involves the information-processing activities
that provide the data and knowledge required to successfully produce the product. These
activities are accomplished to implement the four basic manufacturing support functions
identified earlier: (1) business functions, (2) product design, (3) manufacturing planning,
and (4) manufacturing control.
10 Chap. 1 / Introduction
1.2.3 Reasons for Automating
Companies undertake projects in automation and computer-integrated manufacturing
for good reasons, some of which are the following:
1. Increase labor productivity. Automating a manufacturing operation invariably in-
creases production rate and labor productivity. This means greater output per hour
of labor input.
2. Reduce labor cost. Increasing labor cost has been, and continues to be, the trend
in the world’s industrialized societies. Consequently, higher investment in au-
tomation has become economically justifiable to replace manual operations.
Machines are increasingly being substituted for human labor to reduce unit
product cost.
3. Mitigate the effects of labor shortages. There is a general shortage of labor in many
advanced nations, and this has stimulated the development of automated opera-
tions as a substitute for labor.
4. Reduce or eliminate routine manual and clerical tasks. An argument can be put forth
that there is social value in automating operations that are routine, boring, fatigu-
ing, and possibly irksome. Automating such tasks improves the general level of
working conditions.
5. Improve worker safety. Automating a given operation and transferring the worker
from active participation in the process to a monitoring role, or removing the
worker from the operation altogether, makes the work safer. The safety and physi-
cal well-being of the worker has become a national objective with the enactment
of the Occupational Safety and Health Act (OSHA) in 1970. This has provided an
impetus for automation.
6. Improve product quality. Automation not only results in higher production rates
than manual operation, it also performs the manufacturing process with greater
consistency and conformity to quality specifications.
7. Reduce manufacturing lead time. Automation helps reduce the elapsed time be-
tween customer order and product delivery, providing a competitive advantage to
the manufacturer for future orders. By reducing manufacturing lead time, the man-
ufacturer also reduces work-in-process inventory.
8. Accomplish processes that cannot be done manually. Certain operations cannot
be accomplished without the aid of a machine. These processes require precision,
miniaturization, or complexity of geometry that cannot be achieved manually.
Examples include certain integrated circuit fabrication operations, rapid prototyp-
ing processes based on computer graphics (CAD) models, and the machining of
complex, mathematically defined surfaces using computer numerical control. These
processes can only be realized by computer-controlled systems.
9. Avoid the high cost of not automating. There is a significant competitive advan-
tage gained in automating a manufacturing plant. The advantage cannot always be
demonstrated on a company’s project authorization form. The benefits of automa-
tion often show up in unexpected and intangible ways, such as in improved quality,
higher sales, better labor relations, and better company image. Companies that do
not automate are likely to find themselves at a competitive disadvantage with their
customers, their employees, and the general public.
Sec. 1.3 / Manual Labor in Production Systems 11
1.3 Manual Labor in Production Systems
Is there a place for manual labor in the modern production system? The answer is yes.
Even in a highly automated production system, humans are still a necessary component of
the manufacturing enterprise. For the foreseeable future, people will be required to man-
age and maintain the plant, even in those cases where they do not participate directly in
its manufacturing operations. The discussion of the labor issue is separated into two parts,
corresponding to the previous distinction between facilities and manufacturing support:
(1) manual labor in factory operations and (2) labor in manufacturing support systems.
1.3.1 Manual Labor in Factory Operations
There is no denying that the long-term trend in manufacturing is toward greater use
of automated machines to substitute for manual labor. This has been true throughout
human history, and there is every reason to believe the trend will continue. It has been
made possible by applying advances in technology to factory operations. In parallel and
sometimes in conflict with this technologically driven trend are issues of economics that
continue to find reasons for employing manual labor in manufacturing.
Certainly one of the current economic realities in the world is that there are coun-
tries whose average hourly wage rates are so low that most automation projects are diffi-
cult to justify strictly on the basis of cost reduction. These countries include China, India,
Mexico, and many countries in Eastern Europe, Southeast Asia, and Latin America.
With the passage of the North American Free Trade Agreement (NAFTA), the North
American continent has become one large labor pool. Within this pool, Mexico’s labor
rate is an order of magnitude less than that in the United States. U.S. corporate execu-
tives who make decisions on factory locations and the outsourcing of work must reckon
with this reality.
In addition to the labor cost issue, there are other reasons, ultimately based on eco-
nomics, that make the use of manual labor a feasible alternative to automation. Humans
possess certain attributes that give them an advantage over machines in certain situa-
tions and certain kinds of tasks (Table 1.1). A number of situations can be listed in which
manual labor is preferred over automation:
• Task is technologically too difficult to automate. Certain tasks are very difficult (ei-
ther technologically or economically) to automate. Reasons for the difficulty include
(1) problems with physical access to the work location, (2) adjustments required in
the task, (3) manual dexterity requirements, and (4) demands on hand–eye coordi-
nation. Manual labor is used to perform the tasks in these cases. Examples include
automobile final assembly lines where many final trim operations are accomplished
by human workers, inspection tasks that require judgment to assess quality, and
material handling tasks that involve flexible or fragile materials.
• Short product life cycle. If a product must be designed and introduced in a short
period of time to meet a near-term window of opportunity in the marketplace, or
if the product is anticipated to be on the market for a relatively short period, then
a manufacturing method designed around manual labor allows for a much sooner
product launch than does an automated method. Tooling for manual production
can be fabricated in much less time and at much lower cost than comparable auto-
mation tooling.
12 Chap. 1 / Introduction
• Customized product. If the customer requires a one-of-a-kind item with unique
features, manual labor has the advantage as the appropriate production resource
because of its versatility and adaptability. Humans are more flexible than any auto-
mated machine.
• Ups and downs in demand. Changes in demand for a product necessitate changes in
production output levels. Such changes are more easily made when manual labor is
used as the means of production. An automated manufacturing system has a fixed
cost associated with its investment. If output is reduced, that fixed cost must be
spread over fewer units, driving up the unit cost of the product. On the other hand,
an automated system has an ultimate upper limit on its output capacity. It cannot
produce more than its rated capacity. By contrast, manual labor can be added or
reduced as needed to meet demand, and the associated cost of the resource is in di-
rect proportion to its employment. Manual labor can be used to augment the output
of an existing automated system during those periods when demand exceeds the
capacity of the automated system.
• Need to reduce risk of product failure. A company introducing a new product to the
market never knows for sure what the ultimate success of that product will be. Some
products will have long life cycles, while others will be on the market for relatively
short periods. The use of manual labor as the productive resource at the beginning
of the product’s life reduces the company’s risk of losing a significant investment in
automation if the product fails to achieve a long market life. Section 1.4.3 discusses
an automation migration strategy that is suitable for introducing a new product.
• Lack of capital. Companies are sometimes forced to use manual labor in their pro-
duction operations when they lack the capital to invest in automated equipment.
1.3.2 Labor in Manufacturing Support Systems
In manufacturing support functions, many of the routine manual and clerical tasks can
be automated using computer systems. Certain production planning activities are bet-
ter accomplished by computers than by clerks. Material requirements planning (MRP,
Section 25.2) is an example. In material requirements planning, order releases are gener-
ated for component parts and raw materials based on the master production schedule
for final products. This requires a massive amount of data processing that is best suited
to computer automation. Many commercial software packages are available to perform
MRP. With few exceptions, companies that use MRP rely on computers to perform the
computations. Humans are still required to interpret and implement the MRP output and
to manage the production planning function.
In modern production systems, the computer is used as an aid in performing virtually
all manufacturing support activities. Computer-aided design systems are used in product
design. The human designer is still required to do the creative work. The CAD system is a
tool that augments the designer’s creative talents. Computer-aided process planning sys-
tems are used by manufacturing engineers to plan the production methods and routings.
In these examples, humans are integral components in the operation of the manufacturing
support functions, and the computer-aided systems are tools to increase productivity and
improve quality. CAD and CAM systems rarely operate completely in automatic mode.
Humans will continue to be needed in manufacturing support systems, even as the
level of automation in these systems increases. People will be needed to do the deci-
sion making, learning, engineering, evaluating, managing, and other functions for which
Sec. 1.4 / Automation Principles and Strategies 13
humans are much better suited than machines, according to Table 1.1. Even if all of the
manufacturing systems in the factory are automated, there is still a need for the following
kinds of work to be performed by humans:
• Equipment maintenance. Skilled technicians are required to maintain and repair the
automated systems in the factory when these systems break down. To improve the reli-
ability of the automated systems, preventive maintenance programs are implemented.
• Programming and computer operation. There will be a continual demand to upgrade
software, install new versions of software packages, and execute the programs. It is an-
ticipated that much of the routine process planning, numerical control part program-
ming, and robot programming may be highly automated using artificial intelligence
(AI) in the future. But the AI programs must be developed and operated by people.
• Engineering project work. The computer-automated and integrated factory is likely
never to be finished. There will be a continual need to upgrade production ­machines,
design tooling, solve technical problems, and undertake continuous improvement
projects. These activities require the skills of engineers working in the factory.
• Plant management. Someone must be responsible for running the factory. There
will be a staff of professional managers and engineers who are responsible for plant
operations. There is likely to be an increased emphasis on managers’ technical skills
compared with traditional factory management positions, where the emphasis is on
personnel skills.
1.4 Automation Principles and Strategies
The preceding section leads one to conclude that automation is not always the right an-
swer for a given production situation. A certain caution and respect must be observed
in applying automation technologies. This section offers three approaches for dealing
with automation projects:1
(1) the USA Principle, (2) Ten Strategies for Automation and
Process Improvement, and (3) an Automation Migration Strategy.
1.4.1 The USA Principle
The USA Principle is a commonsense approach to automation and process improvement
projects. Similar procedures have been suggested in the manufacturing and automa-
tion trade literature, but none has a more captivating title than this one. USA stands for
(1) understand the existing process, (2) simplify the process, and (3) automate the pro-
cess. A statement of the USA Principle appeared in an article published by the American
Production and Inventory Control Society [5]. The article is concerned with implement-
ing enterprise resource planning (ERP, Section 25.7), but the USA approach is so general
that it is applicable to nearly any automation project. Going through each step of the
procedure for an automation project may in fact reveal that simplifying the process is suf-
ficient and automation is not necessary.
1
There are additional approaches not discussed here, but in which the reader may be interested—for
example, the ten steps to integrated manufacturing production systems discussed in J. Black’s book The Design
of the Factory with a Future [1]. Much of Black’s book deals with lean production and the Toyota Production
System, which is covered in Chapter 26 of the present book.
14 Chap. 1 / Introduction
Understand the Existing Process. The first step in the USA approach is to com-
prehend the current process in all of its details. What are the inputs? What are the out-
puts? What exactly happens to the work unit2
between input and output? What is the
function of the process? How does it add value to the product? What are the upstream
and downstream operations in the production sequence, and can they be combined with
the process under consideration?
Some of the traditional industrial engineering charting tools used in methods anal-
ysis are useful in this regard, such as the operation chart and the flow process chart [3].
Application of these tools to the existing process provides a model of the process that can be
analyzed and searched for weaknesses (and strengths). The number of steps in the process,
the number and placement of inspections, the number of moves and delays experienced by
the work unit, and the time spent in storage can be ascertained by these charting techniques.
Mathematical models of the process may also be useful to indicate relationships be-
tween input parameters and output variables. What are the important output variables?
How are these output variables affected by inputs to the process, such as raw material
properties, process settings, operating parameters, and environmental conditions? This
information may be valuable in identifying what output variables need to be measured
for feedback purposes and in formulating algorithms for automatic process control.
Simplify the Process. Once the existing process is understood, then the search
begins for ways to simplify. This often involves a checklist of questions about the existing
process. What is the purpose of this step or this transport? Is the step necessary? Can it
be eliminated? Does it use the most appropriate technology? How can it be simplified?
Are there unnecessary steps in the process that might be eliminated without detracting
from function?
Some of the ten strategies for automation and process improvement (Section 1.4.2)
can help simplify the process. Can steps be combined? Can steps be performed simulta-
neously? Can steps be integrated into a manually operated production line?
Automate the Process. Once the process has been reduced to its simplest form,
then automation can be considered. The possible forms of automation include those
listed in the ten strategies discussed in the following section. An automation migration
strategy (such as the one in Section 1.4.3) might be implemented for a new product that
has not yet proven itself.
1.4.2 Ten Strategies for Automation and Process Improvement
Applying the USA Principle is a good approach in any automation project. As suggested
previously, it may turn out that automation of the process is unnecessary or cannot be
cost justified after the process has been simplified.
If automation seems a feasible solution to improving productivity, quality, or other
measure of performance, then the following ten strategies provide a road map to search
for these improvements. These ten strategies were originally published in the author’s
first book.3
They seem as relevant and appropriate today as they did in 1980. They
2
The work unit is the part or product being processed or assembled.
3
M. P. Groover, Automation, Production Systems, and Computer-Aided Manufacturing, Prentice Hall,
Englewood Cliffs, NJ, 1980.
Sec. 1.4 / Automation Principles and Strategies 15
are referred to as strategies for automation and process improvement because some
of them are applicable whether the process is a candidate for automation or just for
simplification.
1. Specialization of operations. The first strategy involves the use of special-purpose
equipment designed to perform one operation with the greatest possible efficiency.
This is analogous to the specialization of labor, which is employed to improve labor
productivity.
2. Combined operations. Production occurs as a sequence of operations. Complex
parts may require dozens or even hundreds of processing steps. The strategy
of combined operations involves reducing the number of distinct production
­
machines or workstations through which the part must be routed. This is ac-
complished by performing more than one operation at a given machine, thereby
­
reducing the number of separate machines needed. Since each machine typically
involves a setup, setup time can usually be saved by this strategy. Material han-
dling effort, nonoperation time, waiting time, and manufacturing lead time are all
reduced.
3. Simultaneous operations. A logical extension of the combined operations strategy is
to simultaneously perform the operations that are combined at one workstation. In
effect, two or more processing (or assembly) operations are being performed simul-
taneously on the same work part, thus reducing total processing time.
4. Integration of operations. This strategy involves linking several workstations to-
gether into a single integrated mechanism, using automated work handling devices
to transfer parts between stations. In effect, this reduces the number of separate
work centers through which the product must be scheduled. With more than one
workstation, several parts can be processed simultaneously, thereby increasing the
overall output of the system.
5. Increased flexibility. This strategy attempts to achieve maximum utilization of equip-
ment for job shop and medium-volume situations by using the same equipment for
a variety of parts or products. It involves the use of programmable or flexible auto-
mation (Section 1.2.1). Prime objectives are to reduce setup time and programming
time for the production machine. This normally translates into lower manufacturing
lead time and less work-in-process.
6. Improved material handling and storage. A great opportunity for reducing non-
productive time exists in the use of automated material handling and storage sys-
tems. Typical benefits include reduced work-in-process, shorter manufacturing lead
times, and lower labor costs.
7. On-line inspection. Inspection for quality of work is traditionally performed after
the process is completed. This means that any poor-quality product has already
been produced by the time it is inspected. Incorporating inspection into the manu-
facturing process permits corrections to the process as the product is being made.
This reduces scrap and brings the overall quality of the product closer to the nomi-
nal specifications intended by the designer.
8. Process control and optimization. This includes a wide range of control schemes
intended to operate the individual processes and associated equipment more ef-
ficiently. By this strategy, the individual process times can be reduced and product
quality can be improved.
16 Chap. 1 / Introduction
9. Plant operations control. Whereas the previous strategy is concerned with the con-
trol of individual manufacturing processes, this strategy is concerned with control
at the plant level. It attempts to manage and coordinate the aggregate operations
in the plant more efficiently. Its implementation involves a high level of computer
networking within the factory.
10. Computer-integrated manufacturing (CIM). Taking the previous strategy one level
higher, CIM involves extensive use of computer systems, databases, and networks
throughout the enterprise to integrate the factory operations and business functions.
The ten strategies constitute a checklist of possibilities for improving the production
system through automation or simplification. They should not be considered mutually ex-
clusive. For most situations, multiple strategies can be implemented in one improvement
project. The reader will see these strategies implemented in the many systems discussed
throughout the book.
1.4.3 Automation Migration Strategy
Owing to competitive pressures in the marketplace, a company often needs to introduce a
new product in the shortest possible time. As mentioned previously, the easiest and least
expensive way to accomplish this objective is to design a manual production method,
using a sequence of workstations operating independently. The tooling for a manual
method can be fabricated quickly and at low cost. If more than a single set of worksta-
tions is required to make the product in sufficient quantities, as is often the case, then the
manual cell is replicated as many times as needed to meet demand. If the product turns
out to be successful, and high future demand is anticipated, then it makes sense for the
company to automate production. The improvements are often carried out in phases.
Many companies have an automation migration strategy, that is, a formalized plan for
evolving the manufacturing systems used to produce new products as demand grows. A
typical automation migration strategy is the following:
Phase 1: Manual production using single-station manned cells operating indepen-
dently. This is used for introduction of the new product for reasons al-
ready mentioned: quick and low-cost tooling to get started.
Phase 2: Automated production using single-station automated cells operating
independently. As demand for the product grows, and it becomes clear
that automation can be justified, then the single stations are automated
to reduce labor and increase production rate. Work units are still moved
between workstations manually.
Phase 3: Automated integrated production using a multi-station automated sys-
tem with serial operations and automated transfer of work units between
­
stations. When the company is certain that the product will be produced
in mass quantities and for several years, then integration of the single-
station automated cells is warranted to further reduce labor and increase
production rate.
This strategy is illustrated in Figure 1.6. Details of the automation migration strat-
egy vary from company to company, depending on the types of products they make and
the manufacturing processes they perform. But well-managed manufacturing companies
Sec. 1.4 / Automation Principles and Strategies 17
have policies like the automation migration strategy. There are several advantages of
such a strategy:
• It allows introduction of the new product in the shortest possible time, since
production cells based on manual workstations are the easiest to design and
implement.
• It allows automation to be introduced gradually (in planned phases), as demand
for the product grows, engineering changes in the product are made, and time is
provided to do a thorough design job on the automated manufacturing system.
• It avoids the commitment to a high level of automation from the start, because there
is always a risk that demand for the product will not justify it.
Phase 3
Phase 2
Phase 1 Time
Product
demand
Manual workstations Manual handling
Worker
Starting
work units
Completed
work units
Phase 1
Work-in-process
Automated workstations
Automated transfer
of work units
Manual handling
Aut Aut
Automated integrated
production
Connected stations
Aut
Aut Aut Aut
Phase 2
Phase 3
Automated
production
Manual
production
One-station
cells
One-
station
cells
Figure 1.6 A typical automation migration strategy. Phase 1: manual
production with single independent workstations. Phase 2: automated
production stations with manual handling between stations. Phase 3:
automated integrated production with automated handling between
stations. Key: Aut = automated workstation.
18 Chap. 1 / Introduction
1.5 About This Book
The title of this book gives a good indication of its contents, as any textbook title should.
This chapter has provided an overview of production systems, their components, and how
they are sometimes automated and computerized. This overview is summarized in Figure
1.4. An alternative perspective of production systems is presented in Figure 1.7, which
shows six major categories of technical topics related to production systems. The figure
is also a diagram of the book and how it is organized into six parts corresponding to these
categories.
Part I consists of two chapters that survey manufacturing operations and develop
mathematical models to measure performance and costs in manufacturing.
Part II covers automation and control technologies. Whereas this Introduction
­
discusses automation in general terms, Part II describes the technologies, which include
industrial control systems, numerical control, industrial robotics, and programmable logic
controllers.
Part III is concerned with material handling and identification used in factories
and warehouses. The technologies involve equipment for transporting materials, storing
them, and automatically identifying them for tracking purposes.
Part IV emphasizes the integration of automation and material handling technolo-
gies into manufacturing systems that operate in the factory. Some of these systems are
highly automated, while others rely largely on manual labor. Chapters include coverage
of single-station work cells, production lines, assembly systems, cellular manufacturing,
and flexible manufacturing systems.
The importance of quality control must not be overlooked in modern production
systems. Part V covers this topic, dealing with statistical process control and inspec-
tion issues. Some of the significant inspection technologies are discussed here, such as
machine vision and coordinate measuring machines. As suggested in Figure 1.7, quality
Automation and
control technologies
Material handling
and identification
Manufacturing systems
Enterprise level
Factory level
Manufacturing operations
Manufacturing
support systems
Quality control
systems
Figure 1.7 The six major categories of technical
topics related to production systems, corresponding
to the six parts of this book.
Review Questions 19
control (QC) systems are connected to both facilities and manufacturing support sys-
tems. QC is an enterprise-level function, but it has equipment and procedures that work
in the factory.
Finally, Part VI addresses the remaining manufacturing support functions in the
production system. Included is a chapter on product design and how it is supported
by CAD. Other chapters include process planning and design for manufacturing, pro-
duction planning and control, including topics such as material requirements planning
(MRP, mentioned earlier), manufacturing resource planning (MRP II), and enterprise
resource planning (ERP). The book concludes with a chapter on just-in-time and lean
production—approaches that modern manufacturing companies are using to run their
businesses.
References
[1] Black, J. T., The Design of the Factory with a Future, McGraw-Hill, Inc., New York,
NY, 1991.
[2] Groover, M. P., Fundamentals of Modern Manufacturing: Materials, Processes, and Systems,
5th ed., John Wiley  Sons, Inc., Hoboken, NJ, 2013.
[3] Groover, M. P., Work Systems and the Methods, Measurement, and Management of Work,
Pearson/Prentice Hall, Upper Saddle River, NJ, 2007.
[4] Harrington, J., Computer Integrated Manufacturing, Industrial Press, Inc., New York,
NY, 1973.
[5] Kapp, K. M., “The USA Principle,” APICS—The Performance Advantage, June 1997, pp. 62–66.
[6] Spangler, T., R. Mahajan, S. Puckett, and D. Stakem, “Manual Labor—Advantages, When
and Where?” MSE 427 Term Paper, Lehigh University, 1998.
Review Questions
1.1 What is a production system?
1.2 Production systems consist of two major components. Name and briefly define them.
1.3 What are manufacturing systems, and how are they distinguished from production systems?
1.4 Manufacturing systems are divided into three categories, according to worker participation.
Name them.
1.5 What are the four functions included within the scope of manufacturing support systems?
1.6 Three basic types of automation are defined in the text.What is fixed automation and what
are some of its features?
1.7 What is programmable automation and what are some of its features?
1.8 What is flexible automation and what are some of its features?
1.9 What is computer-integrated manufacturing?
1.10 What are some of the reasons why companies automate their operations?
1.11 Identify three situations in which manual labor is preferred over automation.
1.12 Human workers will be needed in factory operations, even in the most highly automated
systems. The text identifies at least four types of work for which humans will be needed.
Name them.
20 Chap. 1 / Introduction
1.13 What is the USA Principle? What does each of the letters stand for?
1.14 The text lists ten strategies for automation and process improvement. Identify five of these
strategies.
1.15 What is an automation migration strategy?
1.16 What are the three phases of a typical automation migration strategy?
21
Chapter 2
CHAPTER CONTENTS
2.1 Manufacturing Industries and Products
2.2 Manufacturing Operations
2.2.1 Processing and Assembly Operations
2.2.2 Other Factory Operations
2.3 Production Facilities
2.3.1 Low Production
2.3.2 Medium Production
2.3.3 High Production
2.4 Product/Production Relationships
2.4.1 Production Quantity and Product Variety
2.4.2 Product and Part Complexity
2.4.3 Limitations and Capabilities of a Manufacturing Plant
Manufacturing can be defined as the application of physical and/or chemical processes
to alter the geometry, properties, and/or appearance of a given starting material to make
parts or products. Manufacturing also includes the joining of multiple parts to make as-
sembled products. The processes that accomplish manufacturing involve a combination
of machinery, tools, power, and manual labor, as depicted in Figure 2.1(a). Manufacturing
is almost always carried out as a sequence of unit operations.2
Each successive operation
brings the material closer to the desired final state.
Manufacturing Operations
PART I
Overview of Manufacturing
1
The chapter introduction and Sections 2.1 and 2.2 are based on [2], Chapter 1.
2
A unit operation is a single step in the sequence of steps used to transform a starting material into a
final part or product.
1
22 Chap. 2 / Manufacturing Operations
From an economic viewpoint, manufacturing is concerned with the transforma-
tion of materials into items of greater value by means of one or more processing and/or
assembly operations, as depicted in Figure 2.1(b). The key point is that manufacturing
adds value to the material by changing its shape or properties or by combining it with
other materials that also have been altered. When iron ore is converted into steel, value
is added. When sand is transformed into glass, value is added. When petroleum is refined
into plastic, value is added. And when plastic is molded into the complex geometry of a
patio chair, it is made even more valuable.
This chapter provides a survey of manufacturing operations, beginning with the in-
dustries that are engaged in manufacturing and the types of products they produce. Then
the fabrication and assembly processes used in manufacturing are briefly described, as
well as the activities that support these processes, such as material handling and inspec-
tion. Next, several product parameters are introduced, such as production quantity and
product variety, and the influence that these parameters have on production operations
and facilities is examined.
The history of manufacturing includes both the development of manufacturing pro-
cesses, some of which date back thousands of years, and the evolution of the production
systems required to apply these processes (see Historical Note 2.1). The emphasis in this
book is on the systems.
Manufacturing
process
Manufacturing
process
(b)
Value added
Starting
material
Material
in processing
Completed
part or product
(a)
Scrap
and/or
waste
Completed part
or product
Starting
material
Labor
Power
Tools
Machinery
Figure 2.1 Alternative definitions of manufacturing: (a)
as a technological process and (b) as an economic process.
Historical Note 2.1 History of Manufacturing
The history of manufacturing includes two related topics: (1) the discovery and invention of
materials and processes to make things and (2) the development of systems of production.
The materials and processes pre-date the systems by several millennia. Systems of production
refer to the ways of organizing people and equipment so that production can be performed
more efficiently. Some of the basic processes date as far back as the Neolithic period (circa
8000–3000 B.C.), when operations such as the following were developed: woodworking, form-
ing and firing of clay pottery, grinding and polishing of stone, spinning of fiber and weaving
of textiles, and dyeing of cloth. Metallurgy and metalworking also began during the Neolithic,
in Mesopotamia and other areas around the Mediterranean. It either spread to or developed
independently in regions of Europe and Asia. Gold was found by early humans in relatively
Chap. 2 / Manufacturing Operations 23
pure form in nature; it could be hammered into shape. Copper was probably the first metal to
be extracted from ores, thus requiring smelting as a processing technique. Copper could not be
readily hammered because it strain-hardened; instead, it was shaped by casting. Other metals
used during this period were silver and tin. It was discovered that copper alloyed with tin pro-
duced a more workable metal than copper alone (casting and hammering could both be used).
This heralded the important period known as the Bronze Age (circa 3500–1500 B.C.).
Iron was also first smelted during the Bronze Age. Meteorites may have been one
source of the metal, but iron ore was also mined. The temperatures required to reduce iron
ore to metal are significantly higher than for copper, which made furnace operations more
difficult. Early blacksmiths learned that when certain irons (those containing small amounts
of carbon) were sufficiently heated and then quenched (thrust into water to cool), they be-
came very hard. This permitted the grinding of very sharp cutting edges on knives and weap-
ons, but it also made the metal brittle. Toughness could be increased by reheating at a lower
temperature, a process known as tempering. What has been described here is, of course, the
heat treatment of steel. The superior properties of steel caused it to succeed bronze in many
applications (weaponry, agriculture, and mechanical devices). The period of its use has sub-
sequently been named the Iron Age (starting around 1000 B.C.). It was not until much later,
well into the nineteenth century, that the demand for steel grew significantly and more mod-
ern steelmaking techniques were developed.
The early fabrication of implements and weapons was accomplished more as crafts
and trades than by manufacturing as it is known today. The ancient Romans had what
might be called factories to produce weapons, scrolls, pottery, glassware, and other prod-
ucts of the time, but the procedures were largely based on handicraft. It was not until the
Industrial Revolution (circa 1760–1830) that major changes began to affect the systems for
making things. This period marked the beginning of the change from an economy based
on agriculture and handicraft to one based on industry and manufacturing. The change
began in England, where a series of important machines was invented, and steam power
began to replace water, wind, and animal power. Initially, these advances gave British indus-
try significant advantages over other nations, but eventually the revolution spread to other
European countries and to the United States. The Industrial Revolution contributed to the
development of manufacturing in the following ways: (1) Watt’s steam engine, a new power-
generating technology; (2) development of machine tools, starting with John Wilkinson’s
boring machine around 1775, which was used to bore the cylinder on Watt’s steam engine;
(3) invention of the spinning jenny, power loom, and other machinery for the textile industry,
which permitted significant increases in productivity; and (4) the factory system, a new way of
organizing large numbers of production workers based on the division of labor.
Wilkinson’s boring machine is generally recognized as the beginning of machine tool
technology. It was powered by waterwheel. During the period 1775–1850, other machine
tools were developed for most of the conventional machining processes, such as boring, turn-
ing, drilling, milling, shaping, and planing. As steam power became more prevalent, it gradu-
ally became the preferred power source for most of these machine tools. It is of interest
to note that many of the individual processes pre-date the machine tools by centuries; for
example, drilling, sawing, and turning (of wood) date from ancient times.
Assembly methods were used in ancient cultures to make ships, weapons, tools, farm
implements, machinery, chariots and carts, furniture, and garments. The processes included
binding with twine and rope, riveting and nailing, and soldering. By around the time of Christ,
forge welding and adhesive bonding had been developed. Widespread use of screws, bolts,
and nuts—so common in today’s assembly—required the development of machine tools, in
particular, Maudsley’s screw cutting lathe (1800), which could accurately form the helical
threads. It was not until around 1900 that fusion welding processes started to be developed
as assembly techniques.
24 Chap. 2 / Manufacturing Operations
While England was leading the Industrial Revolution, an important concept related to
assembly technology was being introduced in the United States: interchangeable parts manu-
facture. Much credit for this concept is given to Eli Whitney (1765–1825), although its impor-
tance had been recognized by others [3]. In 1797, Whitney negotiated a contract to produce
10,000 muskets for the U.S. government. The traditional way of making guns at the time was
to custom-fabricate each part for a particular gun and then hand-fit the parts together by filing.
Each musket was therefore unique, and the time to make it was considerable. Whitney believed
that the components could be made accurately enough to permit parts assembly without fit-
ting. After several years of development in his Connecticut factory, he traveled to Washington
in 1801 to demonstrate the principle. Before government officials, including Thomas Jefferson,
he laid out components for 10 muskets and proceeded to select parts randomly to assemble
the guns. No special filing or fitting was required, and all of the guns worked perfectly. The
secret behind his achievement was the collection of special machines, fixtures, and gages that
he had developed in his factory. Interchangeable parts manufacture required many years of de-
velopment and refinement before becoming a practical reality, but it revolutionized methods
of manufacturing. It is a prerequisite for mass production of assembled products. Because its
origins were in the United States, interchangeable parts production came to be known as the
American System of manufacture.
The mid and late 1800s witnessed the expansion of railroads, steam-powered ships, and
other machines that created a growing need for iron and steel. New methods for producing
steel were developed to meet this demand. Also during this period, several consumer products
were developed, including the sewing machine, bicycle, and automobile. To meet the mass de-
mand for these products, more efficient production methods were required. Some historians
identify developments during this period as the Second Industrial Revolution, characterized in
terms of its effects on production systems by the following: (1) mass production, (2) assembly
lines, (3) the scientific management movement, and (4) electrification of factories.
Mass production was primarily an American phenomenon. Its motivation was the mass
market that existed in the United States. Population in the United States in 1900 was 76 million
and growing. By 1920, it exceeded 106 million. Such a large population, larger than any western
European country, created a demand for large numbers of products. Mass production provided
those products. Certainly one of the important technologies of mass production was the assem-
bly line, introduced by Henry Ford (1863–1947) in 1913 at his Highland Park plant (Historical
Note 15.1). The assembly line made mass production of complex consumer products possible.
Use of assembly-line methods permitted Ford to sell a Model T automobile for less than $500
in 1916, thus making ownership of cars feasible for a large segment of the American population.
The scientific management movement started in the late 1800s in the United States
in response to the need to plan and control the activities of growing numbers of produc-
tion workers. The movement was led by Frederick W. Taylor (1856–1915), Frank Gilbreath
(1868–1924) and his wife Lilian (1878–1972), and others. Scientific management included (1)
motion study, aimed at finding the best method to perform a given task; (2) time study, to
establish work standards for a job; (3) extensive use of standards in industry; (4) the piece rate
system and similar labor incentive plans; and (5) use of data collection, record keeping, and
cost accounting in factory operations.
In 1881, electrification began with the first electric power generating station being built in
New York City, and soon electric motors were being used as the power source to operate fac-
tory machinery. This was a far more convenient power delivery system than the steam engine,
which required overhead belts to mechanically distribute power to the machines. By 1920, elec-
tricity had overtaken steam as the principal power source in U.S. factories. Electrification also
motivated many new inventions that have affected manufacturing operations and production
systems. The twentieth century was a time of more technological advances than all previous
centuries combined. Many of these developments have resulted in the automation of manu-
facturing. Historical notes on some of these advances in automation are included in this book.
Sec. 2.1 / Manufacturing Industries and Products 25
2.1 MANUFACTURING INDUSTRIES AND PRODUCTS
Manufacturing is an important commercial activity, carried out by companies that sell
products to customers. The type of manufacturing performed by a company depends on
the kinds of products it makes.
Manufacturing Industries. Industry consists of enterprises and organizations
that produce and/or supply goods and/or services. Industries can be classified as primary,
secondary, and tertiary. Primary industries are those that cultivate and exploit natural
resources, such as agriculture and mining. Secondary industries convert the outputs of
the primary industries into products. Manufacturing is the principal activity in this cat-
egory, but the secondary industries also include construction and power utilities. Tertiary
industries constitute the service sector of the economy. A list of specific industries in
these categories is presented in Table 2.1.
This book is concerned with the secondary industries (middle column in Table
2.1), which are composed of the companies engaged in manufacturing. It is useful to
TABLE 2.1 Specific Industries in the Primary, Secondary, andTertiary
Categories, Based Roughly on the International Standard Industrial
Classification (ISIC) Used by the United Nations
Primary Secondary Tertiary (Service)
Agriculture Aerospace Banking
Forestry Apparel Communications
Fishing Automotive Education
Livestock Basic metals Entertainment
Quarrying Beverages Financial services
Mining Building materials Government
Petroleum Chemicals Health and medical services
Computers Hotels
Construction Information
Consumer appliances Insurance
Electronics Legal services
Equipment Real estate
Fabricated metals Repair and maintenance
Food processing Restaurants
Glass, ceramics Retail trade
Heavy machinery Tourism
Paper Transportation
Petroleum refining Wholesale trade
Pharmaceuticals
Plastics (shaping)
Power utilities
Publishing
Textiles
Tire and rubber
Wood and furniture
26 Chap. 2 / Manufacturing Operations
distinguish the process industries from the industries that make discrete parts and
products. The process industries include chemicals, pharmaceuticals, petroleum, basic
metals, food, beverages, and electric power generation. The discrete product indus-
tries include automobiles, aircraft, appliances, computers, machinery, and the com-
ponent parts from which these products are assembled. The International Standard
Industrial Classification (ISIC) of industries according to types of products manufac-
tured is listed in Table 2.2. In general, the process industries are included within ISIC
codes 31–37, and the discrete product manufacturing industries are included in ISIC
codes 38 and 39. However, it must be acknowledged that many of the products made
by the process industries are finally sold to the consumer in discrete units. For ex-
ample, beverages are sold in bottles and cans. Pharmaceuticals are often purchased as
pills and capsules.
Production operations in the process industries and the discrete product industries
can be divided into continuous production and batch production. The differences are
shown in Figure 2.2.
Continuous production occurs when the production equipment is used exclu-
sively for the given product, and the output of the product is uninterrupted. In the
process industries, continuous production means that the process is carried out on a
continuous stream of material, with no interruptions in the output flow, as suggested by
Figure 2.2(a). The material being processed is likely to be in the form of a liquid, gas,
powder, or similar physical state. In the discrete manufacturing industries, continuous
production means 100% dedication of the production equipment to the part or prod-
uct, with no breaks for product changeovers. The individual units of production are
identifiable, as in Figure 2.2(b).
Batch production occurs when the materials are processed in finite amounts or
quantities. The finite amount or quantity of material is called a batch in both the pro-
cess and discrete manufacturing industries. Batch production is discontinuous because
there are interruptions in production between batches. Reasons for using batch produc-
tion include (1) differences in work units between batches necessitate changes in meth-
ods, tooling, and equipment to accommodate the part differences; (2) the capacity of the
TABLE 2.2 International Standard Industrial Classification Codes for Various
Industries in the Manufacturing Sector
Basic Code Products Manufactured
31 Food, beverages (alcoholic and nonalcoholic), tobacco
32 Textiles, clothing, leather goods, fur products
33 Wood and wood products (e.g., furniture), cork products
34 Paper, paper products, printing, publishing, bookbinding
35 Chemicals, coal, petroleum, plastic, rubber, products made
from these materials, pharmaceuticals
36 Ceramics (including glass), nonmetallic mineral products
(e.g., cement)
37 Basic metals (steel, aluminum, etc.)
38 Fabricated metal products, machinery, equipment (e.g., aircraft,
cameras, computers and other office equipment, machinery,
motor vehicles, tools, televisions)
39 Other manufactured goods (e.g., jewelry, musical instruments,
sporting goods, toys)
Sec. 2.1 / Manufacturing Industries and Products 27
equipment limits the amount or quantity of material that can be processed at one time;
and (3) the production rate of the equipment is greater than the demand rate for the parts
or products, and it therefore makes sense to share the equipment among multiple parts or
products. The differences in batch production between the process and discrete manufac-
turing industries are portrayed in Figure 2.2(c) and (d). Batch production in the process
industries generally means that the starting materials are in liquid or bulk form, and they
are processed altogether as a unit. By contrast, in the discrete manufacturing industries, a
batch is a certain quantity of work units, and the work units are usually processed one at
a time rather than all together at once. The number of parts in a batch can range from as
few as one to as many as thousands of units.
Manufactured Products. As indicated in Table 2.2, the secondary industries
include food, beverages, textiles, wood, paper, publishing, chemicals, and basic metals
(ISIC codes 31–37). The scope of this book is primarily directed at the industries that
produce discrete products. Table 2.3 lists the manufacturing industries and corresponding
products for which the production systems in this book are most applicable.
Final products made by the industries listed in Table 2.3 can be divided into two
major classes: consumer goods and capital goods. Consumer goods are products pur-
chased directly by consumers, such as cars, personal computers, TVs, tires, toys, and ten-
nis rackets. Capital goods are products purchased by other companies to produce goods
and supply services. Examples of capital goods include commercial aircraft, process con-
trol computers, machine tools, railroad equipment, and construction machinery.
In addition to final products, which are usually assembled, there are companies in
industry whose business is primarily to produce materials, components, and supplies for the
companies that make the final products. Examples of these items include sheet steel, bar
Proc Proc
Batchi +1 Batchi Batch i–1 Batch i+1 Batch i Batchi–1
(c) (d)
(a)
. . . . . . . . . . . .
(b)
Proc
Proc
Figure 2.2 Continuous and batch production in the process and
discrete manufacturing industries, including (a) continuous pro-
duction in the process industries, (b) continuous production in
the discrete manufacturing industries, (c) batch production in the
process industries, and (d) batch production in the discrete manu-
facturing industries. Key: Proc = process.
28 Chap. 2 / Manufacturing Operations
TABLE 2.3 Manufacturing Industries Whose Products Are Likely to Be Produced by
the Production Systems Discussed inThis Book
Industry Typical Products
Aerospace Commercial and military aircraft
Automotive Cars, trucks, buses, motorcycles
Computers Mainframe and personal computers
Consumer appliances Large and small household appliances
Electronics TVs, DVD players, audio equipment, video game consoles
Equipment Industrial machinery, railroad equipment
Fabricated metals Machined parts, metal stampings, tools
Glass, ceramics Glass products, ceramic tools, pottery
Heavy machinery Machine tools, construction equipment
Plastics (shaping) Plastic moldings, extrusions
Tire and rubber Tires, shoe soles, tennis balls
stock, metal stampings, machined parts, plastic moldings, cutting tools, dies, molds, and lu-
bricants. Thus, the manufacturing industries consist of a complex infrastructure with various
categories and layers of intermediate suppliers with whom the final consumer never deals.
2.2 MANUFACTURING OPERATIONS
There are certain basic activities that must be carried out in a factory to convert raw
materials into finished products. For a plant engaged in making discrete products, the
factory activities are (1) processing and assembly operations, (2) material handling,
(3) inspection and test, and (4) coordination and control.
The first three activities are the physical activities that “touch” the product as it is
being made. Processing and assembly operations alter the geometry, properties, and/or
appearance of the work unit. They add value to the product. The product must be moved
from one operation to the next in the manufacturing sequence, and it must be inspected
and/or tested to ensure high quality. It is sometimes argued that material handling and
inspection activities do not add value to the product. However, material handling and
inspection may be required to accomplish the necessary processing and assembly opera-
tions, for example, loading parts into a production machine and assuring that a starting
work unit is of acceptable quality before processing begins.
2.2.1 Processing and Assembly Operations
Manufacturing processes can be divided into two basic types: (1) processing operations
and (2) assembly operations. A processing operation transforms a work material from
one state of completion to a more advanced state that is closer to the final desired part or
product. It adds value by changing the geometry, properties, or appearance of the start-
ing material. In general, processing operations are performed on discrete work parts, but
some processing operations are also applicable to assembled items, for example, painting
a welded sheet metal car body. An assembly operation joins two or more components to
create a new entity, which is called an assembly, subassembly, or some other term that
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf
 Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf

More Related Content

What's hot

CAD/CAM/CIM (18ME72) Module-5 Part-A
CAD/CAM/CIM  (18ME72) Module-5 Part-ACAD/CAM/CIM  (18ME72) Module-5 Part-A
CAD/CAM/CIM (18ME72) Module-5 Part-AMohammed Imran
 
COMPUTER AIDED PROCESS PLANNING
COMPUTER AIDED PROCESS PLANNINGCOMPUTER AIDED PROCESS PLANNING
COMPUTER AIDED PROCESS PLANNINGjntuhcej
 
Group Technology, coding and cell design
Group Technology, coding and cell designGroup Technology, coding and cell design
Group Technology, coding and cell designNauman khan
 
COMPUTER AIDED PROCESS PLANNING (CAPP)
COMPUTER AIDED PROCESS PLANNING (CAPP)COMPUTER AIDED PROCESS PLANNING (CAPP)
COMPUTER AIDED PROCESS PLANNING (CAPP)KRUNAL RAVAL
 
Group technology
Group technologyGroup technology
Group technologyjntuhcej
 
Computer Aided Process Planning (CAPP)
Computer Aided Process Planning (CAPP)Computer Aided Process Planning (CAPP)
Computer Aided Process Planning (CAPP)Pratik Gandhi
 
Manufacturing Processes
Manufacturing ProcessesManufacturing Processes
Manufacturing ProcessesAkshaya Chavan
 
An Introduction to Creo 3.0
An Introduction to Creo 3.0An Introduction to Creo 3.0
An Introduction to Creo 3.0Kshitiz24
 
Basics of interchangeability
Basics of interchangeabilityBasics of interchangeability
Basics of interchangeabilitybrajaybr
 
DESIGN FOR ASSEMBLY
DESIGN FOR ASSEMBLYDESIGN FOR ASSEMBLY
DESIGN FOR ASSEMBLYARUN PATEL
 
Design For Manufacturing & Assembly (DFMA) with Case Study -Diesel Engine Cos...
Design For Manufacturing & Assembly (DFMA) with Case Study -Diesel Engine Cos...Design For Manufacturing & Assembly (DFMA) with Case Study -Diesel Engine Cos...
Design For Manufacturing & Assembly (DFMA) with Case Study -Diesel Engine Cos...Aditya Deshpande
 
Automation in Manufacturing (Unit-1) by Varun Pratap Singh.pdf
Automation in Manufacturing (Unit-1) by Varun Pratap Singh.pdfAutomation in Manufacturing (Unit-1) by Varun Pratap Singh.pdf
Automation in Manufacturing (Unit-1) by Varun Pratap Singh.pdfVarun Pratap Singh
 
Computer aided quality control
Computer aided quality controlComputer aided quality control
Computer aided quality controlAhmad Bajwa
 

What's hot (20)

CAD/CAM/CIM (18ME72) Module-5 Part-A
CAD/CAM/CIM  (18ME72) Module-5 Part-ACAD/CAM/CIM  (18ME72) Module-5 Part-A
CAD/CAM/CIM (18ME72) Module-5 Part-A
 
COMPUTER AIDED PROCESS PLANNING
COMPUTER AIDED PROCESS PLANNINGCOMPUTER AIDED PROCESS PLANNING
COMPUTER AIDED PROCESS PLANNING
 
Group Technology
Group TechnologyGroup Technology
Group Technology
 
Group Technology, coding and cell design
Group Technology, coding and cell designGroup Technology, coding and cell design
Group Technology, coding and cell design
 
COMPUTER AIDED PROCESS PLANNING (CAPP)
COMPUTER AIDED PROCESS PLANNING (CAPP)COMPUTER AIDED PROCESS PLANNING (CAPP)
COMPUTER AIDED PROCESS PLANNING (CAPP)
 
Group technology
Group technologyGroup technology
Group technology
 
Capp
CappCapp
Capp
 
Cad_cam_cim___3rd_edition
  Cad_cam_cim___3rd_edition  Cad_cam_cim___3rd_edition
Cad_cam_cim___3rd_edition
 
Computer Aided Process Planning (CAPP)
Computer Aided Process Planning (CAPP)Computer Aided Process Planning (CAPP)
Computer Aided Process Planning (CAPP)
 
Manufacturing Processes
Manufacturing ProcessesManufacturing Processes
Manufacturing Processes
 
An Introduction to Creo 3.0
An Introduction to Creo 3.0An Introduction to Creo 3.0
An Introduction to Creo 3.0
 
Reverse engineering
Reverse engineeringReverse engineering
Reverse engineering
 
Basics of interchangeability
Basics of interchangeabilityBasics of interchangeability
Basics of interchangeability
 
DESIGN FOR ASSEMBLY
DESIGN FOR ASSEMBLYDESIGN FOR ASSEMBLY
DESIGN FOR ASSEMBLY
 
Cellular manufacturing
Cellular manufacturingCellular manufacturing
Cellular manufacturing
 
DFMA design for manufacturing and assembly
DFMA design for manufacturing and assembly DFMA design for manufacturing and assembly
DFMA design for manufacturing and assembly
 
Design For Manufacturing & Assembly (DFMA) with Case Study -Diesel Engine Cos...
Design For Manufacturing & Assembly (DFMA) with Case Study -Diesel Engine Cos...Design For Manufacturing & Assembly (DFMA) with Case Study -Diesel Engine Cos...
Design For Manufacturing & Assembly (DFMA) with Case Study -Diesel Engine Cos...
 
Automation in Manufacturing (Unit-1) by Varun Pratap Singh.pdf
Automation in Manufacturing (Unit-1) by Varun Pratap Singh.pdfAutomation in Manufacturing (Unit-1) by Varun Pratap Singh.pdf
Automation in Manufacturing (Unit-1) by Varun Pratap Singh.pdf
 
Computer aided quality control
Computer aided quality controlComputer aided quality control
Computer aided quality control
 
Dfma
DfmaDfma
Dfma
 

Similar to Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf

Zimmers, Emory W._ Groover, Mikell P - CAD_CAM_ computer-aided design and man...
Zimmers, Emory W._ Groover, Mikell P - CAD_CAM_ computer-aided design and man...Zimmers, Emory W._ Groover, Mikell P - CAD_CAM_ computer-aided design and man...
Zimmers, Emory W._ Groover, Mikell P - CAD_CAM_ computer-aided design and man...RangaBabu9
 
Improving Yield and Quality in Semiconductor Manufacturing with Indispensable...
Improving Yield and Quality in Semiconductor Manufacturing with Indispensable...Improving Yield and Quality in Semiconductor Manufacturing with Indispensable...
Improving Yield and Quality in Semiconductor Manufacturing with Indispensable...yieldWerx Semiconductor
 
Sistemas de control modernos 13.ª edición por Richard C. Dorf.pdf
Sistemas de control modernos 13.ª edición por Richard C. Dorf.pdfSistemas de control modernos 13.ª edición por Richard C. Dorf.pdf
Sistemas de control modernos 13.ª edición por Richard C. Dorf.pdfSANTIAGO PABLO ALBERTO
 
software-testing-yogesh-singh (1).pdf
software-testing-yogesh-singh (1).pdfsoftware-testing-yogesh-singh (1).pdf
software-testing-yogesh-singh (1).pdfJhaKaustubh1
 
Statistical Process Control -JOHN OAKLAND.pdf
Statistical Process Control -JOHN OAKLAND.pdfStatistical Process Control -JOHN OAKLAND.pdf
Statistical Process Control -JOHN OAKLAND.pdfImran Shahnawaz
 
ARC's Greg Gorbach Rapid Product Innovation Presentation @ ARC Industry Forum...
ARC's Greg Gorbach Rapid Product Innovation Presentation @ ARC Industry Forum...ARC's Greg Gorbach Rapid Product Innovation Presentation @ ARC Industry Forum...
ARC's Greg Gorbach Rapid Product Innovation Presentation @ ARC Industry Forum...ARC Advisory Group
 
Mehmet Yuce_ Jamil Y Khan - Wireless body area networks _ technology, impleme...
Mehmet Yuce_ Jamil Y Khan - Wireless body area networks _ technology, impleme...Mehmet Yuce_ Jamil Y Khan - Wireless body area networks _ technology, impleme...
Mehmet Yuce_ Jamil Y Khan - Wireless body area networks _ technology, impleme...rubini Rubini
 
M.tech. mechanical engineering 2016 17
M.tech. mechanical engineering 2016 17M.tech. mechanical engineering 2016 17
M.tech. mechanical engineering 2016 17Piyush Pant
 
Analysis, synthesis, and design of chemical processes.pdf
Analysis, synthesis, and design of chemical processes.pdfAnalysis, synthesis, and design of chemical processes.pdf
Analysis, synthesis, and design of chemical processes.pdfNaomi Hansen
 
ERC_EGUE_FINAL_Aug 12_PJB
ERC_EGUE_FINAL_Aug 12_PJBERC_EGUE_FINAL_Aug 12_PJB
ERC_EGUE_FINAL_Aug 12_PJBPaul Brodbeck
 
ptg18221866ptg18221866The Practice of System and.docx
ptg18221866ptg18221866The Practice of System and.docxptg18221866ptg18221866The Practice of System and.docx
ptg18221866ptg18221866The Practice of System and.docxpotmanandrea
 
Justyna Rybicka discuss using WITNESS software to model support decision maki...
Justyna Rybicka discuss using WITNESS software to model support decision maki...Justyna Rybicka discuss using WITNESS software to model support decision maki...
Justyna Rybicka discuss using WITNESS software to model support decision maki...Lanner
 
Correspondencia bibliográfica
Correspondencia bibliográficaCorrespondencia bibliográfica
Correspondencia bibliográficaJesus Mª Cuadrado
 
introduction-to-materials-management-eighth-edition-9780134156323-129216235x-...
introduction-to-materials-management-eighth-edition-9780134156323-129216235x-...introduction-to-materials-management-eighth-edition-9780134156323-129216235x-...
introduction-to-materials-management-eighth-edition-9780134156323-129216235x-...THYHTHVIT
 
CNC programming: Principles and applications.pdf
CNC programming: Principles and applications.pdfCNC programming: Principles and applications.pdf
CNC programming: Principles and applications.pdfMan_Ebook
 
The Significance of Enhanced Yield in Semiconductor Manufacturing.pptx
The Significance of Enhanced Yield in Semiconductor Manufacturing.pptxThe Significance of Enhanced Yield in Semiconductor Manufacturing.pptx
The Significance of Enhanced Yield in Semiconductor Manufacturing.pptxyieldWerx Semiconductor
 

Similar to Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf (20)

Zimmers, Emory W._ Groover, Mikell P - CAD_CAM_ computer-aided design and man...
Zimmers, Emory W._ Groover, Mikell P - CAD_CAM_ computer-aided design and man...Zimmers, Emory W._ Groover, Mikell P - CAD_CAM_ computer-aided design and man...
Zimmers, Emory W._ Groover, Mikell P - CAD_CAM_ computer-aided design and man...
 
staqtpsn.pdf
staqtpsn.pdfstaqtpsn.pdf
staqtpsn.pdf
 
Improving Yield and Quality in Semiconductor Manufacturing with Indispensable...
Improving Yield and Quality in Semiconductor Manufacturing with Indispensable...Improving Yield and Quality in Semiconductor Manufacturing with Indispensable...
Improving Yield and Quality in Semiconductor Manufacturing with Indispensable...
 
Sistemas de control modernos 13.ª edición por Richard C. Dorf.pdf
Sistemas de control modernos 13.ª edición por Richard C. Dorf.pdfSistemas de control modernos 13.ª edición por Richard C. Dorf.pdf
Sistemas de control modernos 13.ª edición por Richard C. Dorf.pdf
 
software-testing-yogesh-singh (1).pdf
software-testing-yogesh-singh (1).pdfsoftware-testing-yogesh-singh (1).pdf
software-testing-yogesh-singh (1).pdf
 
Statistical Process Control -JOHN OAKLAND.pdf
Statistical Process Control -JOHN OAKLAND.pdfStatistical Process Control -JOHN OAKLAND.pdf
Statistical Process Control -JOHN OAKLAND.pdf
 
ARC's Greg Gorbach Rapid Product Innovation Presentation @ ARC Industry Forum...
ARC's Greg Gorbach Rapid Product Innovation Presentation @ ARC Industry Forum...ARC's Greg Gorbach Rapid Product Innovation Presentation @ ARC Industry Forum...
ARC's Greg Gorbach Rapid Product Innovation Presentation @ ARC Industry Forum...
 
Mehmet Yuce_ Jamil Y Khan - Wireless body area networks _ technology, impleme...
Mehmet Yuce_ Jamil Y Khan - Wireless body area networks _ technology, impleme...Mehmet Yuce_ Jamil Y Khan - Wireless body area networks _ technology, impleme...
Mehmet Yuce_ Jamil Y Khan - Wireless body area networks _ technology, impleme...
 
M.tech. mechanical engineering 2016 17
M.tech. mechanical engineering 2016 17M.tech. mechanical engineering 2016 17
M.tech. mechanical engineering 2016 17
 
Ieh a3
Ieh a3Ieh a3
Ieh a3
 
Analysis, synthesis, and design of chemical processes.pdf
Analysis, synthesis, and design of chemical processes.pdfAnalysis, synthesis, and design of chemical processes.pdf
Analysis, synthesis, and design of chemical processes.pdf
 
ERC_EGUE_FINAL_Aug 12_PJB
ERC_EGUE_FINAL_Aug 12_PJBERC_EGUE_FINAL_Aug 12_PJB
ERC_EGUE_FINAL_Aug 12_PJB
 
ptg18221866ptg18221866The Practice of System and.docx
ptg18221866ptg18221866The Practice of System and.docxptg18221866ptg18221866The Practice of System and.docx
ptg18221866ptg18221866The Practice of System and.docx
 
Justyna Rybicka discuss using WITNESS software to model support decision maki...
Justyna Rybicka discuss using WITNESS software to model support decision maki...Justyna Rybicka discuss using WITNESS software to model support decision maki...
Justyna Rybicka discuss using WITNESS software to model support decision maki...
 
Correspondencia bibliográfica
Correspondencia bibliográficaCorrespondencia bibliográfica
Correspondencia bibliográfica
 
Tejas krishna_apparel_internship_report
Tejas krishna_apparel_internship_reportTejas krishna_apparel_internship_report
Tejas krishna_apparel_internship_report
 
introduction-to-materials-management-eighth-edition-9780134156323-129216235x-...
introduction-to-materials-management-eighth-edition-9780134156323-129216235x-...introduction-to-materials-management-eighth-edition-9780134156323-129216235x-...
introduction-to-materials-management-eighth-edition-9780134156323-129216235x-...
 
Machine Learning Impact on IoT - Part 2
Machine Learning Impact on IoT - Part 2Machine Learning Impact on IoT - Part 2
Machine Learning Impact on IoT - Part 2
 
CNC programming: Principles and applications.pdf
CNC programming: Principles and applications.pdfCNC programming: Principles and applications.pdf
CNC programming: Principles and applications.pdf
 
The Significance of Enhanced Yield in Semiconductor Manufacturing.pptx
The Significance of Enhanced Yield in Semiconductor Manufacturing.pptxThe Significance of Enhanced Yield in Semiconductor Manufacturing.pptx
The Significance of Enhanced Yield in Semiconductor Manufacturing.pptx
 

Recently uploaded

FULL ENJOY Call Girls In Mahipalpur Delhi Contact Us 8377877756
FULL ENJOY Call Girls In Mahipalpur Delhi Contact Us 8377877756FULL ENJOY Call Girls In Mahipalpur Delhi Contact Us 8377877756
FULL ENJOY Call Girls In Mahipalpur Delhi Contact Us 8377877756dollysharma2066
 
chapter 5.pptx: drainage and irrigation engineering
chapter 5.pptx: drainage and irrigation engineeringchapter 5.pptx: drainage and irrigation engineering
chapter 5.pptx: drainage and irrigation engineeringmulugeta48
 
result management system report for college project
result management system report for college projectresult management system report for college project
result management system report for college projectTonystark477637
 
Booking open Available Pune Call Girls Koregaon Park 6297143586 Call Hot Ind...
Booking open Available Pune Call Girls Koregaon Park  6297143586 Call Hot Ind...Booking open Available Pune Call Girls Koregaon Park  6297143586 Call Hot Ind...
Booking open Available Pune Call Girls Koregaon Park 6297143586 Call Hot Ind...Call Girls in Nagpur High Profile
 
UNIT-III FMM. DIMENSIONAL ANALYSIS
UNIT-III FMM.        DIMENSIONAL ANALYSISUNIT-III FMM.        DIMENSIONAL ANALYSIS
UNIT-III FMM. DIMENSIONAL ANALYSISrknatarajan
 
ONLINE FOOD ORDER SYSTEM PROJECT REPORT.pdf
ONLINE FOOD ORDER SYSTEM PROJECT REPORT.pdfONLINE FOOD ORDER SYSTEM PROJECT REPORT.pdf
ONLINE FOOD ORDER SYSTEM PROJECT REPORT.pdfKamal Acharya
 
UNIT-IFLUID PROPERTIES & FLOW CHARACTERISTICS
UNIT-IFLUID PROPERTIES & FLOW CHARACTERISTICSUNIT-IFLUID PROPERTIES & FLOW CHARACTERISTICS
UNIT-IFLUID PROPERTIES & FLOW CHARACTERISTICSrknatarajan
 
Thermal Engineering-R & A / C - unit - V
Thermal Engineering-R & A / C - unit - VThermal Engineering-R & A / C - unit - V
Thermal Engineering-R & A / C - unit - VDineshKumar4165
 
University management System project report..pdf
University management System project report..pdfUniversity management System project report..pdf
University management System project report..pdfKamal Acharya
 
Online banking management system project.pdf
Online banking management system project.pdfOnline banking management system project.pdf
Online banking management system project.pdfKamal Acharya
 
Thermal Engineering -unit - III & IV.ppt
Thermal Engineering -unit - III & IV.pptThermal Engineering -unit - III & IV.ppt
Thermal Engineering -unit - III & IV.pptDineshKumar4165
 
CCS335 _ Neural Networks and Deep Learning Laboratory_Lab Complete Record
CCS335 _ Neural Networks and Deep Learning Laboratory_Lab Complete RecordCCS335 _ Neural Networks and Deep Learning Laboratory_Lab Complete Record
CCS335 _ Neural Networks and Deep Learning Laboratory_Lab Complete RecordAsst.prof M.Gokilavani
 
VIP Model Call Girls Kothrud ( Pune ) Call ON 8005736733 Starting From 5K to ...
VIP Model Call Girls Kothrud ( Pune ) Call ON 8005736733 Starting From 5K to ...VIP Model Call Girls Kothrud ( Pune ) Call ON 8005736733 Starting From 5K to ...
VIP Model Call Girls Kothrud ( Pune ) Call ON 8005736733 Starting From 5K to ...SUHANI PANDEY
 
Double rodded leveling 1 pdf activity 01
Double rodded leveling 1 pdf activity 01Double rodded leveling 1 pdf activity 01
Double rodded leveling 1 pdf activity 01KreezheaRecto
 
Thermal Engineering Unit - I & II . ppt
Thermal Engineering  Unit - I & II . pptThermal Engineering  Unit - I & II . ppt
Thermal Engineering Unit - I & II . pptDineshKumar4165
 

Recently uploaded (20)

FULL ENJOY Call Girls In Mahipalpur Delhi Contact Us 8377877756
FULL ENJOY Call Girls In Mahipalpur Delhi Contact Us 8377877756FULL ENJOY Call Girls In Mahipalpur Delhi Contact Us 8377877756
FULL ENJOY Call Girls In Mahipalpur Delhi Contact Us 8377877756
 
(INDIRA) Call Girl Aurangabad Call Now 8617697112 Aurangabad Escorts 24x7
(INDIRA) Call Girl Aurangabad Call Now 8617697112 Aurangabad Escorts 24x7(INDIRA) Call Girl Aurangabad Call Now 8617697112 Aurangabad Escorts 24x7
(INDIRA) Call Girl Aurangabad Call Now 8617697112 Aurangabad Escorts 24x7
 
Call Girls in Ramesh Nagar Delhi 💯 Call Us 🔝9953056974 🔝 Escort Service
Call Girls in Ramesh Nagar Delhi 💯 Call Us 🔝9953056974 🔝 Escort ServiceCall Girls in Ramesh Nagar Delhi 💯 Call Us 🔝9953056974 🔝 Escort Service
Call Girls in Ramesh Nagar Delhi 💯 Call Us 🔝9953056974 🔝 Escort Service
 
chapter 5.pptx: drainage and irrigation engineering
chapter 5.pptx: drainage and irrigation engineeringchapter 5.pptx: drainage and irrigation engineering
chapter 5.pptx: drainage and irrigation engineering
 
result management system report for college project
result management system report for college projectresult management system report for college project
result management system report for college project
 
Roadmap to Membership of RICS - Pathways and Routes
Roadmap to Membership of RICS - Pathways and RoutesRoadmap to Membership of RICS - Pathways and Routes
Roadmap to Membership of RICS - Pathways and Routes
 
NFPA 5000 2024 standard .
NFPA 5000 2024 standard                                  .NFPA 5000 2024 standard                                  .
NFPA 5000 2024 standard .
 
Booking open Available Pune Call Girls Koregaon Park 6297143586 Call Hot Ind...
Booking open Available Pune Call Girls Koregaon Park  6297143586 Call Hot Ind...Booking open Available Pune Call Girls Koregaon Park  6297143586 Call Hot Ind...
Booking open Available Pune Call Girls Koregaon Park 6297143586 Call Hot Ind...
 
UNIT-III FMM. DIMENSIONAL ANALYSIS
UNIT-III FMM.        DIMENSIONAL ANALYSISUNIT-III FMM.        DIMENSIONAL ANALYSIS
UNIT-III FMM. DIMENSIONAL ANALYSIS
 
ONLINE FOOD ORDER SYSTEM PROJECT REPORT.pdf
ONLINE FOOD ORDER SYSTEM PROJECT REPORT.pdfONLINE FOOD ORDER SYSTEM PROJECT REPORT.pdf
ONLINE FOOD ORDER SYSTEM PROJECT REPORT.pdf
 
UNIT-IFLUID PROPERTIES & FLOW CHARACTERISTICS
UNIT-IFLUID PROPERTIES & FLOW CHARACTERISTICSUNIT-IFLUID PROPERTIES & FLOW CHARACTERISTICS
UNIT-IFLUID PROPERTIES & FLOW CHARACTERISTICS
 
Thermal Engineering-R & A / C - unit - V
Thermal Engineering-R & A / C - unit - VThermal Engineering-R & A / C - unit - V
Thermal Engineering-R & A / C - unit - V
 
University management System project report..pdf
University management System project report..pdfUniversity management System project report..pdf
University management System project report..pdf
 
Online banking management system project.pdf
Online banking management system project.pdfOnline banking management system project.pdf
Online banking management system project.pdf
 
Thermal Engineering -unit - III & IV.ppt
Thermal Engineering -unit - III & IV.pptThermal Engineering -unit - III & IV.ppt
Thermal Engineering -unit - III & IV.ppt
 
CCS335 _ Neural Networks and Deep Learning Laboratory_Lab Complete Record
CCS335 _ Neural Networks and Deep Learning Laboratory_Lab Complete RecordCCS335 _ Neural Networks and Deep Learning Laboratory_Lab Complete Record
CCS335 _ Neural Networks and Deep Learning Laboratory_Lab Complete Record
 
VIP Model Call Girls Kothrud ( Pune ) Call ON 8005736733 Starting From 5K to ...
VIP Model Call Girls Kothrud ( Pune ) Call ON 8005736733 Starting From 5K to ...VIP Model Call Girls Kothrud ( Pune ) Call ON 8005736733 Starting From 5K to ...
VIP Model Call Girls Kothrud ( Pune ) Call ON 8005736733 Starting From 5K to ...
 
(INDIRA) Call Girl Meerut Call Now 8617697112 Meerut Escorts 24x7
(INDIRA) Call Girl Meerut Call Now 8617697112 Meerut Escorts 24x7(INDIRA) Call Girl Meerut Call Now 8617697112 Meerut Escorts 24x7
(INDIRA) Call Girl Meerut Call Now 8617697112 Meerut Escorts 24x7
 
Double rodded leveling 1 pdf activity 01
Double rodded leveling 1 pdf activity 01Double rodded leveling 1 pdf activity 01
Double rodded leveling 1 pdf activity 01
 
Thermal Engineering Unit - I & II . ppt
Thermal Engineering  Unit - I & II . pptThermal Engineering  Unit - I & II . ppt
Thermal Engineering Unit - I & II . ppt
 

Automation-Production-Systems-and-CIM-Mikell-P.-Groover-Edisi-4-2015 (1).pdf

  • 1.
  • 2. Abbreviations Used in This Book Abbreviation Unabbreviated Unit(s) A amps C Celsius, Centigrade cm centimeters F Fahrenheit hp horsepower hr hour, hours Hz hertz (sec)-1 in inch, inches lbf pounds force m meters min minute, minutes mm millimeters MPa megapascals (N/mm2 ) mV millivolts N newtons ops operations Pa pascals (N/m2 ) pc pieces, parts rad Radians rev revolutions sec second, seconds V volts W watts wk week, weeks yr year, years m@in microinches mm microns, micrometers m@sec microseconds mV microvolts Ω ohms
  • 5. Automation, Production Systems, and Computer-Integrated Manufacturing Fourth Edition Mikell P . Groover Professor Emeritus of Industrial and Systems Engineering Lehigh University Boston Columbus Indianapolis New York San Francisco Upper Saddle River Amsterdam Cape Town Dubai London Madrid Milan Munich Paris Montréal Toronto Delhi Mexico City São Paulo Sydney Hong Kong Seoul Singapore Taipei Tokyo
  • 6. www.pearsonhighered.com Vice President and Editorial Director, ECS: Marcia J. Horton Executive Editor: Holly Stark Editorial Assistant: Sandra Rodriguez Product Marketing Manager: Bram Van Kempen Marketing Assistant: Jon Bryant Senior Managing Editor: Scott Disanno Production Program Manager: Clare Romeo Production Project Manager: Greg Dulles Director of Operations: Nick Sklitsis Operations Specialist: Maura Zaldivar-Garcia Cover Designer: Dayanithi/Integra Software Services Pvt. Ltd. Manager, Rights and Permissions: Rachel Youdelman Full-service Project Management: George Jacob, Integra Software Services Pvt. Ltd. Composition: Integra Software Services Pvt. Ltd. Printer/Binder: Edwards Bros. Malloy Jackson Road Cover Printer: Phoenix Color/Hagerstown Typeface: 10/12 Times Ten LT Std Roman Copyright © 2015 by Pearson Higher Education, Inc., Upper Saddle River, NJ 07458. All rights reserved. Manufactured in the United States of America. This publication is protected by Copyright and permissions should be obtained from the publisher prior to any prohibited reproduction, storage in a retrieval system, or transmission in any form or by any means, electronic, mechanical, photocopying, recording, or likewise. To obtain permission(s) to use materials from this work, please submit a written request to Pearson Higher ­ Education, Permissions Department, One Lake Street, Upper Saddle River, NJ 07458. The author and publisher of this book have used their best efforts in preparing this book. These efforts include the development, research, and testing of theories and programs to determine their effectiveness. The author and publisher make no warranty of any kind, expressed or implied, with regard to these programs or the docu- mentation contained in this book. The author and publisher shall not be liable in any event for incidental or consequential damages with, or arising out of, the furnishing, performance, or use of these programs. Pearson Education Ltd., London Pearson Education Singapore, Pte. Ltd Pearson Education Canada, Inc. Pearson Education—Japan Pearson Education Australia PTY, Limited Pearson Education North Asia, Ltd., Hong Kong Pearson Educación de Mexico, S.A. de C.V. Pearson Education Malaysia, Pte. Ltd. Pearson Education, Inc., Upper Saddle River, New Jersey Printed in the United States of America 10 9 8 7 6 5 4 3 2 1 Library of Congress Cataloging-in-Publication Data Groover, Mikell P. Automation production systems and computer-integrated manufacturing/Mikell P. Groover, professor emeritus of Industrial and Systems Engineering, Lehigh University.—Fourth edition.   pages cm ISBN 13: 978-0-13-349961-2 ISBN 10: 0-13-349961-8 1. Manufacturing processes—Automation. 2. Production control. 3. CAD/CAM systems. 4. Computer integrated manufacturing systems. 5. Robots, Industrial. I. Title. TS183.G76 2015 670.285—dc23 2014002906 ISBN 10: 0-13-349961-8 ISBN 13: 978-0-13-349961-2
  • 7. v Contents Preface xi Chapter 1 Introduction 1 1.1 Production Systems 2 1.2 Automation in Production Systems 6 1.3 Manual Labor in Production Systems 11 1.4 Automation Principles and Strategies 13 1.5 About This Book 18 Part I: Overview of Manufacturing 21 Chapter 2 Manufacturing Operations 21 2.1 Manufacturing Industries and Products 25 2.2 Manufacturing Operations 28 2.3 Production Facilities 32 2.4 Product/Production Relationships 37 Chapter 3 Manufacturing Metrics and Economics 46 3.1 Production Performance Metrics 47 3.2 Manufacturing Costs 59 APPENDIX 3A: Averaging Formulas for Equation (3.20) 73 Part II: Automation and Control Technologies 75 Chapter 4 Introduction to Automation 75 4.1 Basic Elements of an Automated System 78 4.2 Advanced Automation Functions 86 4.3 Levels of Automation 91 Chapter 5 Industrial Control Systems 95 5.1 Process Industries versus Discrete Manufacturing Industries 96 5.2 Continuous versus Discrete Control 98 5.3 Computer Process Control 104
  • 8. vi Contents Chapter 6 Hardware Components for Automation and Process Control 121 6.1 Sensors 122 6.2 Actuators 126 6.3 Analog–Digital Conversions 138 6.4 Input/Output Devices for Discrete Data 143 Chapter 7 Computer Numerical Control 149 7.1 Fundamentals of NC Technology 152 7.2 Computers and Numerical Control 158 7.3 Applications of NC 163 7.4 Analysis of Positioning Systems 170 7.5 NC Part Programming 178 APPENDIX 7A: Coding for Manual Part Programming 196 Chapter 8 Industrial Robotics 204 8.1 Robot Anatomy and Related Attributes 206 8.2 Robot Control Systems 214 8.3 End Effectors 216 8.4 Applications of Industrial Robots 217 8.5 Robot Programming 226 8.6 Robot Accuracy and Repeatability 234 Chapter 9 Discrete Control and Programmable Logic Controllers 244 9.1 Discrete Process Control 244 9.2 Ladder Logic Diagrams 252 9.3 Programmable Logic Controllers 256 9.4 Personal Computers and Programmable Automation Controllers 263 Part III: Material Handling and Identification 269 Chapter 10 Material Transport Systems 269 10.1 Overview of Material Handling 270 10.2 Material Transport Equipment 275 10.3 Analysis of Material Transport Systems 291 Chapter 11 Storage Systems 309 11.1 Introduction to Storage Systems 310 11.2 Conventional Storage Methods and Equipment 314 11.3 Automated Storage Systems 317 11.4 Analysis of Storage Systems 325 Chapter 12 Automatic Identification and Data Capture 337 12.1 Overview of Automatic Identification Methods 338 12.2 Bar Code Technology 340 12.3 Radio Frequency Identification 347 12.4 Other AIDC Technologies 349
  • 9. Contents vii Part IV:   Manufacturing Systems 353 Chapter 13 Overview of Manufacturing Systems 353 13.1 Components of a Manufacturing System 354 13.2 Types of Manufacturing Systems 359 Chapter 14 Single-Station Manufacturing Cells 366 14.1 Single-Station Manned Cells 367 14.2 Single-Station Automated Cells 368 14.3 Applications of Single-Station Cells 377 14.4 Analysis of Single-Station Cells 377 Chapter 15 Manual Assembly Lines 390 15.1 Fundamentals of Manual Assembly Lines 392 15.2 Analysis of Single-Model Assembly Lines 398 15.3 Line Balancing Algorithms 405 15.4 Workstation Details 411 15.5 Other Considerations in Assembly Line Design 413 15.6 Alternative Assembly Systems 416 APPENDIX 15A: Batch-Model and Mixed-Model Lines 426 Chapter 16 Automated Production Lines 441 16.1 Fundamentals of Automated Production Lines 442 16.2 Applications of Automated Production Lines 450 16.3 Analysis of Transfer Lines 454 APPENDIX 16A: Transfer Lines with Internal Storage 464 Chapter 17 Automated Assembly Systems 472 17.1 Fundamentals of Automated Assembly Systems 473 17.2 Analysis of Automated Assembly Systems 479 Chapter 18 Group Technology and Cellular Manufacturing 497 18.1 Part Families and Machine Groups 499 18.2 Cellular Manufacturing 506 18.3 Applications of Group Technology 511 18.4 Analysis of Cellular Manufacturing 513 APPENDIX 18A: Opitz Parts Classification and Coding System 528 Chapter 19 Flexible Manufacturing Cells and Systems 531 19.1 What Is a Flexible Manufacturing System? 533 19.2 FMC/FMS Components 538 19.3 FMS Application Considerations 545 19.4 Analysis of Flexible Manufacturing Systems 549 19.5 Alternative Approaches to Flexible Manufacturing 561
  • 10. viii Contents Part V: Quality Control Systems 575 Chapter 20 Quality Programs for Manufacturing 575 20.1 Quality in Design and Manufacturing 576 20.2 Traditional and Modern Quality Control 577 20.3 Process Variability and Process Capability 580 20.4 Statistical Process Control 583 20.5 Six Sigma 596 20.6 Taguchi Methods in Quality Engineering 600 20.7 ISO 9000 605 APPENDIX 20A: The Six Sigma DMAIC Procedure 612 Chapter 21 Inspection Principles and Practices 618 21.1 Inspection Fundamentals 619 21.2 Sampling versus 100% Inspection 624 21.3 Automated Inspection 628 21.4 When and Where to Inspect 630 21.5 Analysis of Inspection Systems 634 Chapter 22 Inspection Technologies 647 22.1 Inspection Metrology 648 22.2 Conventional Measuring and Gaging Techniques 653 22.3 Coordinate Measuring Machines 653 22.4 Surface Measurement 665 22.5 Machine Vision 667 22.6 Other Optical Inspection Methods 674 22.7 Noncontact Nonoptical Inspection Techniques 677 APPENDIX 22A: Geometric Feature Construction 682 Part VI:   Manufacturing Support Systems 685 Chapter 23 Product Design and CAD/CAM in the Production System 685 23.1 Product Design and CAD 686 23.2 CAM, CAD/CAM, and CIM 693 23.3 Quality Function Deployment 697 Chapter 24 Process Planning and Concurrent Engineering 703 24.1 Process Planning 704 24.2 Computer-Aided Process Planning 709 24.3 Concurrent Engineering and Design for Manufacturing 712 24.4 Advanced Manufacturing Planning 716
  • 11. Contents ix Chapter 25 Production Planning and Control Systems 721 25.1 Aggregate Production Planning and the Master Production Schedule 723 25.2 Material Requirements Planning 725 25.3 Capacity Planning 731 25.4 Shop Floor Control 733 25.5 Inventory Control 739 25.6 Manufacturing Resource Planning (MRP II) 743 25.7 Enterprise Resource Planning (ERP) 744 Chapter 26 Just-In-Time and Lean Production 750 26.1 Lean Production and Waste in Manufacturing 751 26.2 Just-In-Time Production Systems 755 26.3 Autonomation 762 26.4 Worker Involvement 766 Appendix: Answers to Selected Problems 776 Index782
  • 13. xi Preface This book has a history. It was originally published in 1980 as Automation, Production Systems, and Computer-Aided Manufacturing. Topics included automated flow lines, as- sembly line balancing, numerical control, CAD/CAM, control theory, process control, production planning, group technology, and flexible manufacturing systems. A revised edition was published in 1986 with a change in title to Automation, Production Systems, and Computer-Integrated Manufacturing. Additional topics included industrial robot- ics, programmable logic controllers, automated assembly systems, material handling and storage, automatic identification techniques, shop floor control, and the future automated factory. The second edition of the new title was released in 2000 with a 2001 copyright. Many of the topics remained the same as in the 1986 edition, but much of the material on control theory was eliminated. The book was reorganized substantially, and most of the chapters were rewritten to bring the technical subject matter up to date. The third edition was released in 2007 with a 2008 copyright. It contained expanded coverage of new and emerging technologies (e.g., radio frequency identification, Six Sigma, lean production, enterprise resource planning). The basic objective of this new edition remains the same as in the previous edi- tions: to provide up-to-date coverage of production systems, how they are sometimes automated and computerized, and how they can be mathematically analyzed to obtain performance metrics. The textbook is designed primarily for engineering students at the advanced undergraduate or beginning graduate levels in industrial, mechanical, and manufacturing engineering. It has all the features of an engineering textbook: equations, ­ example problems, diagrams, quantitative end-of-chapter exercises, and technical de- scriptions that seem designed to baffle college students. The book should also be useful for practicing engineers and managers who wish to learn about automation and produc- tion systems technologies in modern manufacturing. New to This Edition In this fourth edition of the current title (fifth edition of the original 1980 book), I have consolidated and reorganized many of the topics and eliminated material that I felt is no longer relevant. Among the new topics and other changes in the book are those listed below. Items marked with an asterisk (*) relate to recommendations made by the review- ers (see Acknowledgments). • In Chapter 3 (Manufacturing Metrics and Economics), many of the equations have been revised to make them more robust. A new section on cost of a manufactured part has been added.
  • 14. xii Preface • In Chapter 6 (Hardware Components for Automation and Process Control), new content has been added on electric motors, including linear motors and the conver- sion of rotary motion to linear motion.* Several new figures have been added in support of the new content.* • In Chapter 7 (Computer Numerical Control), the appendix on APT has been re- moved because this method of programming has been largely replaced in industry by CAD/CAM part programming, coverage of which has been expanded in this new edition. In addition, the mathematical models of positioning control have been improved. • In Chapter 8 (Industrial Robotics), two new robot configurations have been added and two configurations have been eliminated because they are no longer relevant. • In Chapter 9 (Discrete Control and Programmable Logic Controllers), corrections and improvements have been made in the ladder logic examples.* A section on pro- grammable automation controllers has been added. • In Chapter 10 (Material Transport Systems), the section on AGVS technologies has been updated. • In Chapter 11 (Storage Systems), the section on automated storage/retrieval sys- tems has been updated and shortened.* • In Chapter 12 (Automatic Identification and Data Capture), the section on radio frequency identification (RFID) has been expanded and updated.* • In Chapter 14 (Single-Station Manufacturing Cells), coverage of CNC machining centers and related machine tools has been expanded. • In Chapter 15 (Manual Assembly Lines), coverage of mixed-model assembly lines has been moved to an appendix, on the assumption that some instructors may not want to include this topic in their courses. A new section on batch-model assembly lines has been included in the appendix. • In Chapter 16 (Automated Production Lines), coverage of transfer lines with in- ternal parts storage has been moved to an appendix, on the assumption that some instructors may not want to include this topic in their courses. • In Chapter 18 (Group Technology and Cellular Manufacturing), the organization of the text has been substantially revised. A new section on performance metrics in cell operations has been added. Coverage of parts classification and coding has been reduced, and the Opitz system has been relocated to an appendix. • In Chapter 19 (Flexible Manufacturing Cells and Systems), sections on mass cus- tomization, reconfigurable manufacturing systems, and agile manufacturing have been added. • In Chapter 20 (Quality Programs for Manufacturing), the DMAIC procedure in Six Sigma has been relocated to an appendix, on the assumption that some instructors may not want to cover the detailed methodology of Six Sigma. If they do, those de- tails are in the appendix. • In Chapter 22 (Inspection Technologies), the mathematical details of coordinate metrology have been relocated to an appendix. The section on machine vision has been updated to include recent advances in camera technology.
  • 15. Preface xiii • In Chapter 23 (Product Design and CAD/CAM in the Production System), the sec- tion on CAD has been updated to be consistent with modern industrial practice.* • In Chapter 25 (Production Planning and Control Systems), the section on work-in- process inventory costs has been eliminated, and the sections on MRP II and ERP have been upgraded. • More than 50% of the end-of-chapter problems are new or revised. The total num- ber of problems is increased from 393 in the third edition to 416 in this edition. • An appendix has been added listing answers to selected end-of-chapter problems (answers to a total of 88 problems, or 21% of the end-of-chapter problems).* • A total of 36 new or revised figures are included in this new edition, for a total of 278 figures. By comparison, the third edition has 293 figures, so the net change is a reduction of 15 figures. This is due to the removal of outdated and extrane- ous figures throughout the book and the elimination of the appendix on APT in Chapter 7. • A list of abbreviations used in the book, located in the inside front cover, has been added for readers’ reference. Support Materials for Instructors For instructors who adopt the book for their courses, the following support materials are available at the Pearson website, www.pearsonhighered.com. Evidence that the book has been adopted as the main textbook for the course must be verified. • A Solutions Manual covering all review questions and problems • A complete set of PowerPoint slides for all chapters Individual questions or comments may be directed to the author at Mikell.Groover@ Lehigh.edu or mpg0@Lehigh.edu. Acknowledgments A number of changes in the book were motivated by responses to a survey that was conducted by the publisher. Some very worthwhile suggestions were offered by the re- viewers, and I have attempted to incorporate them into the text where appropriate and feasible. In any case, I appreciate the thoughtful efforts that they contributed to the project, and I am sure that the book is better as a result of their efforts than it otherwise would have been. Participants in the survey were T. S. Bukkapatnam, Oklahoma State University; Joseph Domblesky, Marquette University; Brent Donham, Texas AM University; John Jackman, Iowa State University; Matthew Kuttolamadom, Texas AM University; Frank Peters, Iowa State University; and Tony Schmitz, University of North Carolina-Charlotte. I also acknowledge the following individuals at Pearson Education Inc. for their support during this project: Holly Stark, Executive Editor; Clare Romeo, Program
  • 16. xiv Preface Manager; and Sandra Rodriguez, Editorial Assistant. In addition, I am grateful for the fine job done by George Jacob at Integra Software Services who served as Program Manager for the project. He and the copy editors working with him were thorough and meticulous in their review of the manuscript (I take back all of the bad things I have ever said about copy editors throughout the nearly 40 years I have been writing textbooks). Also, I am in gratitude to all of the faculty who have adopted the previous edi- tions of the book for their courses, thus making those projects commercially successful for Pearson Education Inc., so that I would be allowed to prepare this new edition. Finally, I wish to thank Marcia Hamm Groover, my wife, my PowerPoint slide ex- pert, my computer specialist (I write books about computer-related technologies, but she is the one who fixes my computer when it has problems), and my supporter on this and other textbook projects. About the Author Mikell P. Groover is Professor Emeritus of Industrial and Systems Engineering at Lehigh University, where he taught and did research for 44 years. He received his B.A. in Arts and Science (1961), B.S. in Mechanical Engineering (1962), M.S. in Industrial Engineering (1966), and Ph.D. (1969), all from Lehigh. His industrial experience includes several years as a manufacturing engineer before embarking on graduate studies at Lehigh. His teaching and research areas include manufacturing processes, production sys- tems, automation, material handling, facilities planning, and work systems. He has re- ceived a number of teaching awards at Lehigh University, as well as the Albert G. Holzman Outstanding Educator Award from the Institute of Industrial Engineers (1995) and the SME Education Award from the Society of Manufacturing Engineers (2001). His publications include over 75 technical articles and 12 books (listed below). His books are used throughout the world and have been translated into French, German, Spanish, Portuguese, Russian, Japanese, Korean, and Chinese. The first edition of Fundamentals of Modern Manufacturing received the IIE Joint Publishers Award (1996) and the M. Eugene Merchant Manufacturing Textbook Award from the Society of Manufacturing Engineers (1996). Dr. Groover is a member of the Institute of Industrial Engineers (IIE) and the Society of Manufacturing Engineers (SME). He is a Fellow of IIE and SME. Previous Books by the Author Automation,Production Systems,and Computer-Aided Manufacturing,Prentice Hall,1980. CAD/CAM:Computer-Aided Design and Manufacturing,Prentice Hall,1984 (co-authored with E.W. Zimmers, Jr.). Industrial Robotics: Technology, Programming, and Applications, McGraw-Hill Book Company, 1986 (co-authored with M.Weiss, R. Nagel, and N. Odrey). Automation, Production Systems, and Computer-Integrated Manufacturing, Prentice Hall, 1987.
  • 17. Preface xv Fundamentals of Modern Manufacturing:Materials,Processes,and Systems,originally pub- lished by Prentice Hall in 1996, and subsequently published by John Wiley Sons, Inc., 1999. Automation,Production Systems,and Computer-Integrated Manufacturing,Second Edition, Prentice Hall, 2001. Fundamentals of Modern Manufacturing:Materials,Processes,and Systems,Second Edition, John Wiley Sons, Inc., 2002. Fundamentals of Modern Manufacturing: Materials, Processes, and Systems,Third Edition, John Wiley Sons, Inc., 2007. Work Systems and the Methods, Measurement, and Management of Work, Pearson Prentice Hall, 2007. Fundamentals of Modern Manufacturing:Materials,Processes,and Systems,Fourth ­Edition, John Wiley Sons, Inc., 2010. Introduction to Manufacturing Processes, John Wiley Sons, Inc., 2012. Fundamentals of Modern Manufacturing: Materials, Processes, and Systems, Fifth Edition, John Wiley Sons, Inc., 2013.
  • 19. 1 Chapter Contents 1.1 Production Systems 1.1.1 Facilities 1.1.2 Manufacturing Support Systems 1.2 Automation in Production Systems 1.2.1 Automated Manufacturing Systems 1.2.2 Computerized Manufacturing Support Systems 1.2.3 Reasons for Automating 1.3 Manual Labor in Production Systems 1.3.1 Manual Labor in Factory Operations 1.3.2 Labor in Manufacturing Support Systems 1.4 Automation Principles and Strategies 1.4.1 The USA Principle 1.4.2 Ten Strategies for Automation and Process Improvement 1.4.3 Automation Migration Strategy 1.5 About This Book The word manufacturing derives from two Latin words, manus (hand) and factus (make), so that the combination means made by hand. This was the way manufacturing was accom- plished when the word first appeared in the English language around 1567. Commercial goods of those times were made by hand. The methods were handicraft, accomplished in small shops, and the goods were relatively simple, at least by today’s standards. As many years passed, factories came into being, with many workers at a single site, and the work had to be organized using machines rather than handicraft techniques. The products Introduction Chapter 1
  • 20. 2 Chap. 1 / Introduction became more complex, and so did the processes to make them. Workers had to special- ize in their tasks. Rather than overseeing the fabrication of the entire product, they were responsible for only a small part of the total work. More up-front planning was required, and more coordination of the operations was needed to keep track of the work flow in the factories. Slowly but surely, the systems of production were being developed. The systems of production are essential in modern manufacturing. This book is all about these production systems and how they are sometimes automated and computerized. 1.1 Production Systems A production system is a collection of people, equipment, and procedures organized to perform the manufacturing operations of a company. It consists of two major compo- nents as indicated in Figure 1.1: 1. Facilities. The physical facilities of the production system include the equipment, the way the equipment is laid out, and the factory in which the equipment is located. 2. Manufacturing support systems. These are the procedures used by the company to manage production and to solve the technical and logistics problems encountered in ordering materials, moving the work through the factory, and ensuring that prod- ucts meet quality standards. Product design and certain business functions are in- cluded in the manufacturing support systems. In modern manufacturing operations, portions of the production system are ­ automated and/or computerized. In addition, production systems include people. People make these systems work. In general, direct labor people (blue-collar workers) Manufacturing systems Production system Factory and plant layout Facilities Manufacturing support systems Manufacturing planning Business functions Manufacturing control Product design Figure 1.1 The production system consists of facilities and manufacturing support systems.
  • 21. Sec. 1.1 / Production Systems 3 are responsible for operating the facilities, and professional staff people (white-collar ­ workers) are responsible for the manufacturing support systems. 1.1.1 Facilities The facilities in the production system consist of the factory, production machines and tooling, material handling equipment, inspection equipment, and computer systems that control the manufacturing operations. Facilities also include the plant layout, which is the way the equipment is physically arranged in the factory. The equipment is usually organized into manufacturing systems, which are the logical groupings of equipment and workers that accomplish the processing and assembly operations on parts and products made by the factory. Manufacturing systems can be individual work cells consisting of a single production machine and a worker assigned to that machine. More complex manu- facturing systems consist of collections of machines and workers, for example, a produc- tion line. The manufacturing systems come in direct physical contact with the parts and/or assemblies being made. They “touch” the product. In terms of human participation in the processes performed by the manufacturing systems, three basic categories can be distinguished, as portrayed in Figure 1.2: (a) man- ual work systems, (b) worker-machine systems, and (c) automated systems. Manual Work Systems. A manual work system consists of one or more workers performing one or more tasks without the aid of powered tools. Manual material handling tasks are common activities in manual work systems. Production tasks commonly require the use of hand tools, such as screwdrivers and hammers. When using hand tools, a work- holder is often employed to grasp the work part and position it securely for processing. Examples of production-related manual tasks involving the use of hand tools include • A machinist using a file to round the edges of a rectangular part that has just been milled • A quality control inspector using a micrometer to measure the diameter of a shaft • A material handling worker using a dolly to move cartons in a warehouse • A team of assembly workers putting together a piece of machinery using hand tools. Worker-Machine Systems. In a worker-machine system, a human worker oper- ates powered equipment, such as a machine tool or other production machine. This is one of the most widely used manufacturing systems. Worker-machine systems include Machine Periodic worker attention Automated machine Process (b) (c) (a) Process Process Worker Worker Hand tools Figure 1.2 Three categories of manufacturing systems: (a) manual work system, (b) worker-machine system, and (c) fully automated system.
  • 22. 4 Chap. 1 / Introduction combinations of one or more workers and one or more pieces of equipment. The workers and machines are combined to take advantage of their relative strengths and attributes, which are listed in Table 1.1. Examples of worker-machine systems include the following: • A machinist operating an engine lathe to fabricate a part for a product • A fitter and an industrial robot working together in an arc–welding work cell • A crew of workers operating a rolling mill that converts hot steel slabs into flat plates • A production line in which the products are moved by mechanized conveyor and the workers at some of the stations use power tools to accomplish their processing or assembly tasks. Automated Systems. An automated system is one in which a process is per- formed by a machine without the direct participation of a human worker. Automation is implemented using a program of instructions combined with a control system that ­ executes the instructions. Power is required to drive the process and to operate the pro- gram and control system (these terms are defined more completely in Chapter 4). There is not always a clear distinction between worker-machine systems and ­ automated systems, because many worker-machine systems operate with some degree of automation. Two levels of automation can be identified: semiautomated and fully ­automated. A semiautomated machine performs a portion of the work cycle under some form of program control, and a human worker tends to the machine for the remainder of the cycle, by loading and unloading it, or by performing some other task each cycle. A fully automated machine is distinguished from its semiautomated counterpart by its capacity to operate for an extended period of time with no human attention. Extended period of time means longer than one work cycle; a worker is not required to be present during each cycle. Instead, the worker may need to tend the machine every tenth cycle, or every hundredth cycle. An example of this type of operation is found in many injection molding plants, where the molding machines run on automatic cycles, but periodically the molded parts at the machine must be collected by a worker. Figure 1.2(c) depicts a fully automated system. The semiautomated system is best portrayed by Figure 1.2(b). In certain fully automated processes, one or more workers are required to be present to continuously monitor the operation, and make sure that it performs according to the intended specifications. Examples of these kinds of automated processes include complex Table 1.1   Relative Strengths and Attributes of Humans and Machines Humans Machines Sense unexpected stimuli Perform repetitive tasks consistently Develop new solutions to problems Store large amounts of data Cope with abstract problems Retrieve data from memory reliably Adapt to change Perform multiple tasks simultaneously Generalize from observations Apply high forces and power Learn from experience Perform simple computations quickly Make decisions based on incomplete data Make routine decisions quickly
  • 23. Sec. 1.1 / Production Systems 5 chemical processes, oil refineries, and nuclear power plants. The workers do not actively participate in the process except to make occasional adjustments in the equipment set- tings, perform periodic maintenance, and spring into action if something goes wrong. 1.1.2 Manufacturing Support Systems To operate the production facilities efficiently, a company must organize itself to design the processes and equipment, plan and control the production orders, and satisfy prod- uct quality requirements. These functions are accomplished by manufacturing support ­ systems—people and procedures by which a company manages its production operations. Most of these support systems do not directly contact the product, but they plan and ­ control its progress through the factory. Manufacturing support involves a sequence of activities, as depicted in Figure 1.3. The activities consist of four functions that include much information flow and data processing: (1) business functions, (2) product design, (3) manufacturing planning, and (4) manufacturing control. Business Functions. The business functions are the principal means by which the company communicates with the customer. They are, therefore, the beginning and the end of the information-processing sequence. Included in this category are sales and mar- keting, sales forecasting, order entry, and customer billing. The order to produce a product typically originates from the customer and proceeds into the company through the sales department of the firm. The production order will be in one of the following forms: (1) an order to manufacture an item to the customer’s specifica- tions, (2) a customer order to buy one or more of the manufacturer’s proprietary products, or (3) an internal company order based on a forecast of future demand for a proprietary product. Product Design. If the product is manufactured to customer design, the design has been provided by the customer, and the manufacturer’s product design department is not involved. If the product is to be produced to customer specifications, the manufactur- er’s product design department may be contracted to do the design work for the product as well as to manufacture it. If the product is proprietary, the manufacturing firm is responsible for its develop- ment and design. The sequence of events that initiates a new product design often origi- nates in the sales department; the direction of information flow is indicated in Figure 1.3. The departments of the firm that are organized to accomplish product design might include research and development, design engineering, and perhaps a prototype shop. Manufacturing planning Manufacturing control Product to customer Product design Starting materials Factory operations Business functions Order to produce Figure 1.3 Sequence of information-processing activities in a typical ­manufacturing firm.
  • 24. 6 Chap. 1 / Introduction Manufacturing Planning. The information and documentation that constitute the product design flows into the manufacturing planning function. The information-­ processing activities in manufacturing planning include process planning, master scheduling, material requirements planning, and capacity planning. Process planning consists of determining the sequence of individual processing and assembly operations needed to produce the part. The manufacturing engineering depart- ment is responsible for planning the processes and related technical details such as tool- ing. Manufacturing planning includes logistics issues, commonly known as production planning. The authorization to produce the product must be translated into the master production schedule, which is a listing of the products to be made, the dates on which they are to be delivered, and the quantities of each. Based on this master schedule, the individual components and subassemblies that make up each product must be scheduled. Raw materials must be purchased or requisitioned from storage, parts must be ordered from suppliers, and all of these items must be planned so they are available when needed. The computations for this planning are made by material requirements planning. In ­ addition, the master schedule must not list more quantities of products than the factory is capable of producing each month with its given number of machines and manpower. Capacity planning is concerned with determining the human and equipment resources of the firm and checking to make sure that the production plan is feasible. Manufacturing Control. Manufacturing control is concerned with managing and controlling the physical operations in the factory to implement the manufacturing plans. The flow of information is from planning to control as indicated in Figure 1.3. Information also flows back and forth between manufacturing control and the factory operations. Included in this function are shop floor control, inventory control, and quality control. Shop floor control deals with the problem of monitoring the progress of the prod- uct as it is being processed, assembled, moved, and inspected in the factory. Shop floor control is concerned with inventory in the sense that the materials being processed in the factory are work-in-process inventory. Thus, shop floor control and inventory control overlap to some extent. Inventory control attempts to strike a proper balance between the risk of too little inventory (with possible stock-outs of materials) and the carrying cost of too much inventory. It deals with such issues as deciding the right quantities of materi- als to order and when to reorder a given item when stock is low. The function of quality control is to ensure that the quality of the product and its components meet the standards specified by the product designer. To accomplish its mission, quality control depends on inspection activities performed in the factory at various times during the manufacture of the product. Also, raw materials and component parts from outside sources are some- times inspected when they are received, and final inspection and testing of the finished product is performed to ensure functional quality and appearance. Quality control also includes data collection and problem-solving approaches to address process problems re- lated to quality, such as statistical process control (SPC) and Six Sigma. 1.2 Automation in Production Systems Some components of the firm’s production system are likely to be automated, whereas others will be operated manually or clerically. The automated elements of the produc- tion system can be separated into two categories: (1) automation of the manufacturing
  • 25. Sec. 1.2 / Automation in Production Systems 7 systems in the factory, and (2) computerization of the manufacturing support systems. In modern production systems, the two categories are closely related, because the auto- mated manufacturing systems on the factory floor are themselves usually implemented by computer systems that are integrated with the manufacturing support systems and management information system operating at the plant and enterprise levels. The two categories of automation are shown in Figure 1.4 as an overlay on Figure 1.1. 1.2.1 Automated Manufacturing Systems Automated manufacturing systems operate in the factory on the physical product. They perform operations such as processing, assembly, inspection, and material handling, in many cases accomplishing more than one of these operations in the same system. They are called automated because they perform their operations with a reduced level of human participation compared with the corresponding manual process. In some highly automated systems, there is virtually no human participation. Examples of automated manufacturing systems include: • Automated machine tools that process parts • Transfer lines that perform a series of machining operations • Automated assembly systems • Manufacturing systems that use industrial robots to perform processing or assembly operations • Automatic material handling and storage systems to integrate manufacturing operations • Automatic inspection systems for quality control. Facilities Production system Manufacturing systems Automation Computerization Factory and plant layout Business functions Manufacturing control Manufacturing planning Product design Manufacturing support systems Figure 1.4 Opportunities for automation and computerization in a production system.
  • 26. 8 Chap. 1 / Introduction Automated manufacturing systems can be classified into three basic types: (1) fixed automation, (2) programmable automation, and (3) flexible automation. They generally operate as fully automated systems although semiautomated systems are common in programmable automation. The relative positions of the three types of automation for different production volumes and product varieties are depicted in Figure 1.5. Fixed Automation. Fixed automation is a system in which the sequence of pro- cessing (or assembly) operations is fixed by the equipment configuration. Each operation in the sequence is usually simple, involving perhaps a plain linear or rotational motion or an uncomplicated combination of the two, such as feeding a rotating spindle. It is the inte- gration and coordination of many such operations in one piece of equipment that makes the system complex. Typical features of fixed automation are (1) high initial investment for custom-engineered equipment, (2) high production rates, and (3) inflexibility of the equipment to accommodate product variety. The economic justification for fixed automation is found in products that are made in very large quantities and at high production rates. The high initial cost of the ­equipment can be spread over a very large number of units, thus minimizing the unit cost relative to alternative methods of production. Examples of fixed automation include machining transfer lines and automated assembly machines. Programmable Automation. In programmable automation, the production equipment is designed with the capability to change the sequence of operations to ac- commodate different product configurations. The operation sequence is controlled by a program, which is a set of instructions coded so that they can be read and interpreted by the system. New programs can be prepared and entered into the equipment to produce new products. Some of the features that characterize programmable automation include (1) high investment in general-purpose equipment, (2) lower production rates than fixed automation, (3) flexibility to deal with variations and changes in product configuration, and (4) high suitability for batch production. Flexible automation Fixed automation Production quantity 1 100 10,000 1,000,000 Product variety Programmable automation Figure 1.5 Three types of automation relative to production quantity and product variety.
  • 27. Sec. 1.2 / Automation in Production Systems 9 Programmable automated systems are used in low- and medium-volume produc- tion. The parts or products are typically made in batches. To produce each new batch of a different item, the system must be reprogrammed with the set of machine instructions that correspond to the new item. The physical setup of the machine must also be changed: Tools must be loaded, fixtures must be attached to the machine table, and any required machine settings must be entered. This changeover takes time. Consequently, the typical cycle for a given batch includes a period during which the setup and reprogramming take place, followed by a period in which the parts are produced. Examples of programmable automation include numerically controlled (NC) machine tools, industrial robots, and programmable logic controllers. Flexible Automation. Flexible automation is an extension of programmable automation. A flexible automated system is capable of producing a variety of parts or products with virtually no time lost for changeovers from one design to the next. There is no lost production time while reprogramming the system and altering the physical setup (tooling, fixtures, machine settings). Accordingly, the system can produce vari- ous mixes and schedules of parts or products instead of requiring that they be made in batches. What makes flexible automation possible is that the differences between parts processed by the system are not significant, so the amount of changeover between designs is minimal. Features of flexible automation include (1) high investment for a custom-engineered system, (2) continuous production of variable mixtures of parts or products, (3) medium production rates, and (4) flexibility to deal with product design variations. Examples of flexible automation are flexible manufacturing systems that perform machining processes. 1.2.2 Computerized Manufacturing Support Systems Automation of the manufacturing support systems is aimed at reducing the amount of manual and clerical effort in product design, manufacturing planning and control, and the business functions of the firm. Nearly all modern manufacturing support systems are implemented using computers. Indeed, computer technology is used to implement auto- mation of the manufacturing systems in the factory as well. Computer-integrated manu- facturing (CIM) denotes the pervasive use of computer systems to design the products, plan the production, control the operations, and perform the various information-­ processing functions needed in a manufacturing firm. True CIM involves integrating all of these functions in one system that operates throughout the enterprise. Other terms are used to identify specific elements of the CIM system; for example, computer-aided design (CAD) supports the product design function. Computer-aided manufacturing (CAM) is used for functions related to manufacturing engineering, such as process plan- ning and numerical control part programming. Some computer systems perform both CAD and CAM, and so the term CAD/CAM is used to indicate the integration of the two into one system. Computer-integrated manufacturing involves the information-processing activities that provide the data and knowledge required to successfully produce the product. These activities are accomplished to implement the four basic manufacturing support functions identified earlier: (1) business functions, (2) product design, (3) manufacturing planning, and (4) manufacturing control.
  • 28. 10 Chap. 1 / Introduction 1.2.3 Reasons for Automating Companies undertake projects in automation and computer-integrated manufacturing for good reasons, some of which are the following: 1. Increase labor productivity. Automating a manufacturing operation invariably in- creases production rate and labor productivity. This means greater output per hour of labor input. 2. Reduce labor cost. Increasing labor cost has been, and continues to be, the trend in the world’s industrialized societies. Consequently, higher investment in au- tomation has become economically justifiable to replace manual operations. Machines are increasingly being substituted for human labor to reduce unit product cost. 3. Mitigate the effects of labor shortages. There is a general shortage of labor in many advanced nations, and this has stimulated the development of automated opera- tions as a substitute for labor. 4. Reduce or eliminate routine manual and clerical tasks. An argument can be put forth that there is social value in automating operations that are routine, boring, fatigu- ing, and possibly irksome. Automating such tasks improves the general level of working conditions. 5. Improve worker safety. Automating a given operation and transferring the worker from active participation in the process to a monitoring role, or removing the worker from the operation altogether, makes the work safer. The safety and physi- cal well-being of the worker has become a national objective with the enactment of the Occupational Safety and Health Act (OSHA) in 1970. This has provided an impetus for automation. 6. Improve product quality. Automation not only results in higher production rates than manual operation, it also performs the manufacturing process with greater consistency and conformity to quality specifications. 7. Reduce manufacturing lead time. Automation helps reduce the elapsed time be- tween customer order and product delivery, providing a competitive advantage to the manufacturer for future orders. By reducing manufacturing lead time, the man- ufacturer also reduces work-in-process inventory. 8. Accomplish processes that cannot be done manually. Certain operations cannot be accomplished without the aid of a machine. These processes require precision, miniaturization, or complexity of geometry that cannot be achieved manually. Examples include certain integrated circuit fabrication operations, rapid prototyp- ing processes based on computer graphics (CAD) models, and the machining of complex, mathematically defined surfaces using computer numerical control. These processes can only be realized by computer-controlled systems. 9. Avoid the high cost of not automating. There is a significant competitive advan- tage gained in automating a manufacturing plant. The advantage cannot always be demonstrated on a company’s project authorization form. The benefits of automa- tion often show up in unexpected and intangible ways, such as in improved quality, higher sales, better labor relations, and better company image. Companies that do not automate are likely to find themselves at a competitive disadvantage with their customers, their employees, and the general public.
  • 29. Sec. 1.3 / Manual Labor in Production Systems 11 1.3 Manual Labor in Production Systems Is there a place for manual labor in the modern production system? The answer is yes. Even in a highly automated production system, humans are still a necessary component of the manufacturing enterprise. For the foreseeable future, people will be required to man- age and maintain the plant, even in those cases where they do not participate directly in its manufacturing operations. The discussion of the labor issue is separated into two parts, corresponding to the previous distinction between facilities and manufacturing support: (1) manual labor in factory operations and (2) labor in manufacturing support systems. 1.3.1 Manual Labor in Factory Operations There is no denying that the long-term trend in manufacturing is toward greater use of automated machines to substitute for manual labor. This has been true throughout human history, and there is every reason to believe the trend will continue. It has been made possible by applying advances in technology to factory operations. In parallel and sometimes in conflict with this technologically driven trend are issues of economics that continue to find reasons for employing manual labor in manufacturing. Certainly one of the current economic realities in the world is that there are coun- tries whose average hourly wage rates are so low that most automation projects are diffi- cult to justify strictly on the basis of cost reduction. These countries include China, India, Mexico, and many countries in Eastern Europe, Southeast Asia, and Latin America. With the passage of the North American Free Trade Agreement (NAFTA), the North American continent has become one large labor pool. Within this pool, Mexico’s labor rate is an order of magnitude less than that in the United States. U.S. corporate execu- tives who make decisions on factory locations and the outsourcing of work must reckon with this reality. In addition to the labor cost issue, there are other reasons, ultimately based on eco- nomics, that make the use of manual labor a feasible alternative to automation. Humans possess certain attributes that give them an advantage over machines in certain situa- tions and certain kinds of tasks (Table 1.1). A number of situations can be listed in which manual labor is preferred over automation: • Task is technologically too difficult to automate. Certain tasks are very difficult (ei- ther technologically or economically) to automate. Reasons for the difficulty include (1) problems with physical access to the work location, (2) adjustments required in the task, (3) manual dexterity requirements, and (4) demands on hand–eye coordi- nation. Manual labor is used to perform the tasks in these cases. Examples include automobile final assembly lines where many final trim operations are accomplished by human workers, inspection tasks that require judgment to assess quality, and material handling tasks that involve flexible or fragile materials. • Short product life cycle. If a product must be designed and introduced in a short period of time to meet a near-term window of opportunity in the marketplace, or if the product is anticipated to be on the market for a relatively short period, then a manufacturing method designed around manual labor allows for a much sooner product launch than does an automated method. Tooling for manual production can be fabricated in much less time and at much lower cost than comparable auto- mation tooling.
  • 30. 12 Chap. 1 / Introduction • Customized product. If the customer requires a one-of-a-kind item with unique features, manual labor has the advantage as the appropriate production resource because of its versatility and adaptability. Humans are more flexible than any auto- mated machine. • Ups and downs in demand. Changes in demand for a product necessitate changes in production output levels. Such changes are more easily made when manual labor is used as the means of production. An automated manufacturing system has a fixed cost associated with its investment. If output is reduced, that fixed cost must be spread over fewer units, driving up the unit cost of the product. On the other hand, an automated system has an ultimate upper limit on its output capacity. It cannot produce more than its rated capacity. By contrast, manual labor can be added or reduced as needed to meet demand, and the associated cost of the resource is in di- rect proportion to its employment. Manual labor can be used to augment the output of an existing automated system during those periods when demand exceeds the capacity of the automated system. • Need to reduce risk of product failure. A company introducing a new product to the market never knows for sure what the ultimate success of that product will be. Some products will have long life cycles, while others will be on the market for relatively short periods. The use of manual labor as the productive resource at the beginning of the product’s life reduces the company’s risk of losing a significant investment in automation if the product fails to achieve a long market life. Section 1.4.3 discusses an automation migration strategy that is suitable for introducing a new product. • Lack of capital. Companies are sometimes forced to use manual labor in their pro- duction operations when they lack the capital to invest in automated equipment. 1.3.2 Labor in Manufacturing Support Systems In manufacturing support functions, many of the routine manual and clerical tasks can be automated using computer systems. Certain production planning activities are bet- ter accomplished by computers than by clerks. Material requirements planning (MRP, Section 25.2) is an example. In material requirements planning, order releases are gener- ated for component parts and raw materials based on the master production schedule for final products. This requires a massive amount of data processing that is best suited to computer automation. Many commercial software packages are available to perform MRP. With few exceptions, companies that use MRP rely on computers to perform the computations. Humans are still required to interpret and implement the MRP output and to manage the production planning function. In modern production systems, the computer is used as an aid in performing virtually all manufacturing support activities. Computer-aided design systems are used in product design. The human designer is still required to do the creative work. The CAD system is a tool that augments the designer’s creative talents. Computer-aided process planning sys- tems are used by manufacturing engineers to plan the production methods and routings. In these examples, humans are integral components in the operation of the manufacturing support functions, and the computer-aided systems are tools to increase productivity and improve quality. CAD and CAM systems rarely operate completely in automatic mode. Humans will continue to be needed in manufacturing support systems, even as the level of automation in these systems increases. People will be needed to do the deci- sion making, learning, engineering, evaluating, managing, and other functions for which
  • 31. Sec. 1.4 / Automation Principles and Strategies 13 humans are much better suited than machines, according to Table 1.1. Even if all of the manufacturing systems in the factory are automated, there is still a need for the following kinds of work to be performed by humans: • Equipment maintenance. Skilled technicians are required to maintain and repair the automated systems in the factory when these systems break down. To improve the reli- ability of the automated systems, preventive maintenance programs are implemented. • Programming and computer operation. There will be a continual demand to upgrade software, install new versions of software packages, and execute the programs. It is an- ticipated that much of the routine process planning, numerical control part program- ming, and robot programming may be highly automated using artificial intelligence (AI) in the future. But the AI programs must be developed and operated by people. • Engineering project work. The computer-automated and integrated factory is likely never to be finished. There will be a continual need to upgrade production ­machines, design tooling, solve technical problems, and undertake continuous improvement projects. These activities require the skills of engineers working in the factory. • Plant management. Someone must be responsible for running the factory. There will be a staff of professional managers and engineers who are responsible for plant operations. There is likely to be an increased emphasis on managers’ technical skills compared with traditional factory management positions, where the emphasis is on personnel skills. 1.4 Automation Principles and Strategies The preceding section leads one to conclude that automation is not always the right an- swer for a given production situation. A certain caution and respect must be observed in applying automation technologies. This section offers three approaches for dealing with automation projects:1 (1) the USA Principle, (2) Ten Strategies for Automation and Process Improvement, and (3) an Automation Migration Strategy. 1.4.1 The USA Principle The USA Principle is a commonsense approach to automation and process improvement projects. Similar procedures have been suggested in the manufacturing and automa- tion trade literature, but none has a more captivating title than this one. USA stands for (1) understand the existing process, (2) simplify the process, and (3) automate the pro- cess. A statement of the USA Principle appeared in an article published by the American Production and Inventory Control Society [5]. The article is concerned with implement- ing enterprise resource planning (ERP, Section 25.7), but the USA approach is so general that it is applicable to nearly any automation project. Going through each step of the procedure for an automation project may in fact reveal that simplifying the process is suf- ficient and automation is not necessary. 1 There are additional approaches not discussed here, but in which the reader may be interested—for example, the ten steps to integrated manufacturing production systems discussed in J. Black’s book The Design of the Factory with a Future [1]. Much of Black’s book deals with lean production and the Toyota Production System, which is covered in Chapter 26 of the present book.
  • 32. 14 Chap. 1 / Introduction Understand the Existing Process. The first step in the USA approach is to com- prehend the current process in all of its details. What are the inputs? What are the out- puts? What exactly happens to the work unit2 between input and output? What is the function of the process? How does it add value to the product? What are the upstream and downstream operations in the production sequence, and can they be combined with the process under consideration? Some of the traditional industrial engineering charting tools used in methods anal- ysis are useful in this regard, such as the operation chart and the flow process chart [3]. Application of these tools to the existing process provides a model of the process that can be analyzed and searched for weaknesses (and strengths). The number of steps in the process, the number and placement of inspections, the number of moves and delays experienced by the work unit, and the time spent in storage can be ascertained by these charting techniques. Mathematical models of the process may also be useful to indicate relationships be- tween input parameters and output variables. What are the important output variables? How are these output variables affected by inputs to the process, such as raw material properties, process settings, operating parameters, and environmental conditions? This information may be valuable in identifying what output variables need to be measured for feedback purposes and in formulating algorithms for automatic process control. Simplify the Process. Once the existing process is understood, then the search begins for ways to simplify. This often involves a checklist of questions about the existing process. What is the purpose of this step or this transport? Is the step necessary? Can it be eliminated? Does it use the most appropriate technology? How can it be simplified? Are there unnecessary steps in the process that might be eliminated without detracting from function? Some of the ten strategies for automation and process improvement (Section 1.4.2) can help simplify the process. Can steps be combined? Can steps be performed simulta- neously? Can steps be integrated into a manually operated production line? Automate the Process. Once the process has been reduced to its simplest form, then automation can be considered. The possible forms of automation include those listed in the ten strategies discussed in the following section. An automation migration strategy (such as the one in Section 1.4.3) might be implemented for a new product that has not yet proven itself. 1.4.2 Ten Strategies for Automation and Process Improvement Applying the USA Principle is a good approach in any automation project. As suggested previously, it may turn out that automation of the process is unnecessary or cannot be cost justified after the process has been simplified. If automation seems a feasible solution to improving productivity, quality, or other measure of performance, then the following ten strategies provide a road map to search for these improvements. These ten strategies were originally published in the author’s first book.3 They seem as relevant and appropriate today as they did in 1980. They 2 The work unit is the part or product being processed or assembled. 3 M. P. Groover, Automation, Production Systems, and Computer-Aided Manufacturing, Prentice Hall, Englewood Cliffs, NJ, 1980.
  • 33. Sec. 1.4 / Automation Principles and Strategies 15 are referred to as strategies for automation and process improvement because some of them are applicable whether the process is a candidate for automation or just for simplification. 1. Specialization of operations. The first strategy involves the use of special-purpose equipment designed to perform one operation with the greatest possible efficiency. This is analogous to the specialization of labor, which is employed to improve labor productivity. 2. Combined operations. Production occurs as a sequence of operations. Complex parts may require dozens or even hundreds of processing steps. The strategy of combined operations involves reducing the number of distinct production ­ machines or workstations through which the part must be routed. This is ac- complished by performing more than one operation at a given machine, thereby ­ reducing the number of separate machines needed. Since each machine typically involves a setup, setup time can usually be saved by this strategy. Material han- dling effort, nonoperation time, waiting time, and manufacturing lead time are all reduced. 3. Simultaneous operations. A logical extension of the combined operations strategy is to simultaneously perform the operations that are combined at one workstation. In effect, two or more processing (or assembly) operations are being performed simul- taneously on the same work part, thus reducing total processing time. 4. Integration of operations. This strategy involves linking several workstations to- gether into a single integrated mechanism, using automated work handling devices to transfer parts between stations. In effect, this reduces the number of separate work centers through which the product must be scheduled. With more than one workstation, several parts can be processed simultaneously, thereby increasing the overall output of the system. 5. Increased flexibility. This strategy attempts to achieve maximum utilization of equip- ment for job shop and medium-volume situations by using the same equipment for a variety of parts or products. It involves the use of programmable or flexible auto- mation (Section 1.2.1). Prime objectives are to reduce setup time and programming time for the production machine. This normally translates into lower manufacturing lead time and less work-in-process. 6. Improved material handling and storage. A great opportunity for reducing non- productive time exists in the use of automated material handling and storage sys- tems. Typical benefits include reduced work-in-process, shorter manufacturing lead times, and lower labor costs. 7. On-line inspection. Inspection for quality of work is traditionally performed after the process is completed. This means that any poor-quality product has already been produced by the time it is inspected. Incorporating inspection into the manu- facturing process permits corrections to the process as the product is being made. This reduces scrap and brings the overall quality of the product closer to the nomi- nal specifications intended by the designer. 8. Process control and optimization. This includes a wide range of control schemes intended to operate the individual processes and associated equipment more ef- ficiently. By this strategy, the individual process times can be reduced and product quality can be improved.
  • 34. 16 Chap. 1 / Introduction 9. Plant operations control. Whereas the previous strategy is concerned with the con- trol of individual manufacturing processes, this strategy is concerned with control at the plant level. It attempts to manage and coordinate the aggregate operations in the plant more efficiently. Its implementation involves a high level of computer networking within the factory. 10. Computer-integrated manufacturing (CIM). Taking the previous strategy one level higher, CIM involves extensive use of computer systems, databases, and networks throughout the enterprise to integrate the factory operations and business functions. The ten strategies constitute a checklist of possibilities for improving the production system through automation or simplification. They should not be considered mutually ex- clusive. For most situations, multiple strategies can be implemented in one improvement project. The reader will see these strategies implemented in the many systems discussed throughout the book. 1.4.3 Automation Migration Strategy Owing to competitive pressures in the marketplace, a company often needs to introduce a new product in the shortest possible time. As mentioned previously, the easiest and least expensive way to accomplish this objective is to design a manual production method, using a sequence of workstations operating independently. The tooling for a manual method can be fabricated quickly and at low cost. If more than a single set of worksta- tions is required to make the product in sufficient quantities, as is often the case, then the manual cell is replicated as many times as needed to meet demand. If the product turns out to be successful, and high future demand is anticipated, then it makes sense for the company to automate production. The improvements are often carried out in phases. Many companies have an automation migration strategy, that is, a formalized plan for evolving the manufacturing systems used to produce new products as demand grows. A typical automation migration strategy is the following: Phase 1: Manual production using single-station manned cells operating indepen- dently. This is used for introduction of the new product for reasons al- ready mentioned: quick and low-cost tooling to get started. Phase 2: Automated production using single-station automated cells operating independently. As demand for the product grows, and it becomes clear that automation can be justified, then the single stations are automated to reduce labor and increase production rate. Work units are still moved between workstations manually. Phase 3: Automated integrated production using a multi-station automated sys- tem with serial operations and automated transfer of work units between ­ stations. When the company is certain that the product will be produced in mass quantities and for several years, then integration of the single- station automated cells is warranted to further reduce labor and increase production rate. This strategy is illustrated in Figure 1.6. Details of the automation migration strat- egy vary from company to company, depending on the types of products they make and the manufacturing processes they perform. But well-managed manufacturing companies
  • 35. Sec. 1.4 / Automation Principles and Strategies 17 have policies like the automation migration strategy. There are several advantages of such a strategy: • It allows introduction of the new product in the shortest possible time, since production cells based on manual workstations are the easiest to design and implement. • It allows automation to be introduced gradually (in planned phases), as demand for the product grows, engineering changes in the product are made, and time is provided to do a thorough design job on the automated manufacturing system. • It avoids the commitment to a high level of automation from the start, because there is always a risk that demand for the product will not justify it. Phase 3 Phase 2 Phase 1 Time Product demand Manual workstations Manual handling Worker Starting work units Completed work units Phase 1 Work-in-process Automated workstations Automated transfer of work units Manual handling Aut Aut Automated integrated production Connected stations Aut Aut Aut Aut Phase 2 Phase 3 Automated production Manual production One-station cells One- station cells Figure 1.6 A typical automation migration strategy. Phase 1: manual production with single independent workstations. Phase 2: automated production stations with manual handling between stations. Phase 3: automated integrated production with automated handling between stations. Key: Aut = automated workstation.
  • 36. 18 Chap. 1 / Introduction 1.5 About This Book The title of this book gives a good indication of its contents, as any textbook title should. This chapter has provided an overview of production systems, their components, and how they are sometimes automated and computerized. This overview is summarized in Figure 1.4. An alternative perspective of production systems is presented in Figure 1.7, which shows six major categories of technical topics related to production systems. The figure is also a diagram of the book and how it is organized into six parts corresponding to these categories. Part I consists of two chapters that survey manufacturing operations and develop mathematical models to measure performance and costs in manufacturing. Part II covers automation and control technologies. Whereas this Introduction ­ discusses automation in general terms, Part II describes the technologies, which include industrial control systems, numerical control, industrial robotics, and programmable logic controllers. Part III is concerned with material handling and identification used in factories and warehouses. The technologies involve equipment for transporting materials, storing them, and automatically identifying them for tracking purposes. Part IV emphasizes the integration of automation and material handling technolo- gies into manufacturing systems that operate in the factory. Some of these systems are highly automated, while others rely largely on manual labor. Chapters include coverage of single-station work cells, production lines, assembly systems, cellular manufacturing, and flexible manufacturing systems. The importance of quality control must not be overlooked in modern production systems. Part V covers this topic, dealing with statistical process control and inspec- tion issues. Some of the significant inspection technologies are discussed here, such as machine vision and coordinate measuring machines. As suggested in Figure 1.7, quality Automation and control technologies Material handling and identification Manufacturing systems Enterprise level Factory level Manufacturing operations Manufacturing support systems Quality control systems Figure 1.7 The six major categories of technical topics related to production systems, corresponding to the six parts of this book.
  • 37. Review Questions 19 control (QC) systems are connected to both facilities and manufacturing support sys- tems. QC is an enterprise-level function, but it has equipment and procedures that work in the factory. Finally, Part VI addresses the remaining manufacturing support functions in the production system. Included is a chapter on product design and how it is supported by CAD. Other chapters include process planning and design for manufacturing, pro- duction planning and control, including topics such as material requirements planning (MRP, mentioned earlier), manufacturing resource planning (MRP II), and enterprise resource planning (ERP). The book concludes with a chapter on just-in-time and lean production—approaches that modern manufacturing companies are using to run their businesses. References [1] Black, J. T., The Design of the Factory with a Future, McGraw-Hill, Inc., New York, NY, 1991. [2] Groover, M. P., Fundamentals of Modern Manufacturing: Materials, Processes, and Systems, 5th ed., John Wiley Sons, Inc., Hoboken, NJ, 2013. [3] Groover, M. P., Work Systems and the Methods, Measurement, and Management of Work, Pearson/Prentice Hall, Upper Saddle River, NJ, 2007. [4] Harrington, J., Computer Integrated Manufacturing, Industrial Press, Inc., New York, NY, 1973. [5] Kapp, K. M., “The USA Principle,” APICS—The Performance Advantage, June 1997, pp. 62–66. [6] Spangler, T., R. Mahajan, S. Puckett, and D. Stakem, “Manual Labor—Advantages, When and Where?” MSE 427 Term Paper, Lehigh University, 1998. Review Questions 1.1 What is a production system? 1.2 Production systems consist of two major components. Name and briefly define them. 1.3 What are manufacturing systems, and how are they distinguished from production systems? 1.4 Manufacturing systems are divided into three categories, according to worker participation. Name them. 1.5 What are the four functions included within the scope of manufacturing support systems? 1.6 Three basic types of automation are defined in the text.What is fixed automation and what are some of its features? 1.7 What is programmable automation and what are some of its features? 1.8 What is flexible automation and what are some of its features? 1.9 What is computer-integrated manufacturing? 1.10 What are some of the reasons why companies automate their operations? 1.11 Identify three situations in which manual labor is preferred over automation. 1.12 Human workers will be needed in factory operations, even in the most highly automated systems. The text identifies at least four types of work for which humans will be needed. Name them.
  • 38. 20 Chap. 1 / Introduction 1.13 What is the USA Principle? What does each of the letters stand for? 1.14 The text lists ten strategies for automation and process improvement. Identify five of these strategies. 1.15 What is an automation migration strategy? 1.16 What are the three phases of a typical automation migration strategy?
  • 39. 21 Chapter 2 CHAPTER CONTENTS 2.1 Manufacturing Industries and Products 2.2 Manufacturing Operations 2.2.1 Processing and Assembly Operations 2.2.2 Other Factory Operations 2.3 Production Facilities 2.3.1 Low Production 2.3.2 Medium Production 2.3.3 High Production 2.4 Product/Production Relationships 2.4.1 Production Quantity and Product Variety 2.4.2 Product and Part Complexity 2.4.3 Limitations and Capabilities of a Manufacturing Plant Manufacturing can be defined as the application of physical and/or chemical processes to alter the geometry, properties, and/or appearance of a given starting material to make parts or products. Manufacturing also includes the joining of multiple parts to make as- sembled products. The processes that accomplish manufacturing involve a combination of machinery, tools, power, and manual labor, as depicted in Figure 2.1(a). Manufacturing is almost always carried out as a sequence of unit operations.2 Each successive operation brings the material closer to the desired final state. Manufacturing Operations PART I Overview of Manufacturing 1 The chapter introduction and Sections 2.1 and 2.2 are based on [2], Chapter 1. 2 A unit operation is a single step in the sequence of steps used to transform a starting material into a final part or product. 1
  • 40. 22 Chap. 2 / Manufacturing Operations From an economic viewpoint, manufacturing is concerned with the transforma- tion of materials into items of greater value by means of one or more processing and/or assembly operations, as depicted in Figure 2.1(b). The key point is that manufacturing adds value to the material by changing its shape or properties or by combining it with other materials that also have been altered. When iron ore is converted into steel, value is added. When sand is transformed into glass, value is added. When petroleum is refined into plastic, value is added. And when plastic is molded into the complex geometry of a patio chair, it is made even more valuable. This chapter provides a survey of manufacturing operations, beginning with the in- dustries that are engaged in manufacturing and the types of products they produce. Then the fabrication and assembly processes used in manufacturing are briefly described, as well as the activities that support these processes, such as material handling and inspec- tion. Next, several product parameters are introduced, such as production quantity and product variety, and the influence that these parameters have on production operations and facilities is examined. The history of manufacturing includes both the development of manufacturing pro- cesses, some of which date back thousands of years, and the evolution of the production systems required to apply these processes (see Historical Note 2.1). The emphasis in this book is on the systems. Manufacturing process Manufacturing process (b) Value added Starting material Material in processing Completed part or product (a) Scrap and/or waste Completed part or product Starting material Labor Power Tools Machinery Figure 2.1 Alternative definitions of manufacturing: (a) as a technological process and (b) as an economic process. Historical Note 2.1 History of Manufacturing The history of manufacturing includes two related topics: (1) the discovery and invention of materials and processes to make things and (2) the development of systems of production. The materials and processes pre-date the systems by several millennia. Systems of production refer to the ways of organizing people and equipment so that production can be performed more efficiently. Some of the basic processes date as far back as the Neolithic period (circa 8000–3000 B.C.), when operations such as the following were developed: woodworking, form- ing and firing of clay pottery, grinding and polishing of stone, spinning of fiber and weaving of textiles, and dyeing of cloth. Metallurgy and metalworking also began during the Neolithic, in Mesopotamia and other areas around the Mediterranean. It either spread to or developed independently in regions of Europe and Asia. Gold was found by early humans in relatively
  • 41. Chap. 2 / Manufacturing Operations 23 pure form in nature; it could be hammered into shape. Copper was probably the first metal to be extracted from ores, thus requiring smelting as a processing technique. Copper could not be readily hammered because it strain-hardened; instead, it was shaped by casting. Other metals used during this period were silver and tin. It was discovered that copper alloyed with tin pro- duced a more workable metal than copper alone (casting and hammering could both be used). This heralded the important period known as the Bronze Age (circa 3500–1500 B.C.). Iron was also first smelted during the Bronze Age. Meteorites may have been one source of the metal, but iron ore was also mined. The temperatures required to reduce iron ore to metal are significantly higher than for copper, which made furnace operations more difficult. Early blacksmiths learned that when certain irons (those containing small amounts of carbon) were sufficiently heated and then quenched (thrust into water to cool), they be- came very hard. This permitted the grinding of very sharp cutting edges on knives and weap- ons, but it also made the metal brittle. Toughness could be increased by reheating at a lower temperature, a process known as tempering. What has been described here is, of course, the heat treatment of steel. The superior properties of steel caused it to succeed bronze in many applications (weaponry, agriculture, and mechanical devices). The period of its use has sub- sequently been named the Iron Age (starting around 1000 B.C.). It was not until much later, well into the nineteenth century, that the demand for steel grew significantly and more mod- ern steelmaking techniques were developed. The early fabrication of implements and weapons was accomplished more as crafts and trades than by manufacturing as it is known today. The ancient Romans had what might be called factories to produce weapons, scrolls, pottery, glassware, and other prod- ucts of the time, but the procedures were largely based on handicraft. It was not until the Industrial Revolution (circa 1760–1830) that major changes began to affect the systems for making things. This period marked the beginning of the change from an economy based on agriculture and handicraft to one based on industry and manufacturing. The change began in England, where a series of important machines was invented, and steam power began to replace water, wind, and animal power. Initially, these advances gave British indus- try significant advantages over other nations, but eventually the revolution spread to other European countries and to the United States. The Industrial Revolution contributed to the development of manufacturing in the following ways: (1) Watt’s steam engine, a new power- generating technology; (2) development of machine tools, starting with John Wilkinson’s boring machine around 1775, which was used to bore the cylinder on Watt’s steam engine; (3) invention of the spinning jenny, power loom, and other machinery for the textile industry, which permitted significant increases in productivity; and (4) the factory system, a new way of organizing large numbers of production workers based on the division of labor. Wilkinson’s boring machine is generally recognized as the beginning of machine tool technology. It was powered by waterwheel. During the period 1775–1850, other machine tools were developed for most of the conventional machining processes, such as boring, turn- ing, drilling, milling, shaping, and planing. As steam power became more prevalent, it gradu- ally became the preferred power source for most of these machine tools. It is of interest to note that many of the individual processes pre-date the machine tools by centuries; for example, drilling, sawing, and turning (of wood) date from ancient times. Assembly methods were used in ancient cultures to make ships, weapons, tools, farm implements, machinery, chariots and carts, furniture, and garments. The processes included binding with twine and rope, riveting and nailing, and soldering. By around the time of Christ, forge welding and adhesive bonding had been developed. Widespread use of screws, bolts, and nuts—so common in today’s assembly—required the development of machine tools, in particular, Maudsley’s screw cutting lathe (1800), which could accurately form the helical threads. It was not until around 1900 that fusion welding processes started to be developed as assembly techniques.
  • 42. 24 Chap. 2 / Manufacturing Operations While England was leading the Industrial Revolution, an important concept related to assembly technology was being introduced in the United States: interchangeable parts manu- facture. Much credit for this concept is given to Eli Whitney (1765–1825), although its impor- tance had been recognized by others [3]. In 1797, Whitney negotiated a contract to produce 10,000 muskets for the U.S. government. The traditional way of making guns at the time was to custom-fabricate each part for a particular gun and then hand-fit the parts together by filing. Each musket was therefore unique, and the time to make it was considerable. Whitney believed that the components could be made accurately enough to permit parts assembly without fit- ting. After several years of development in his Connecticut factory, he traveled to Washington in 1801 to demonstrate the principle. Before government officials, including Thomas Jefferson, he laid out components for 10 muskets and proceeded to select parts randomly to assemble the guns. No special filing or fitting was required, and all of the guns worked perfectly. The secret behind his achievement was the collection of special machines, fixtures, and gages that he had developed in his factory. Interchangeable parts manufacture required many years of de- velopment and refinement before becoming a practical reality, but it revolutionized methods of manufacturing. It is a prerequisite for mass production of assembled products. Because its origins were in the United States, interchangeable parts production came to be known as the American System of manufacture. The mid and late 1800s witnessed the expansion of railroads, steam-powered ships, and other machines that created a growing need for iron and steel. New methods for producing steel were developed to meet this demand. Also during this period, several consumer products were developed, including the sewing machine, bicycle, and automobile. To meet the mass de- mand for these products, more efficient production methods were required. Some historians identify developments during this period as the Second Industrial Revolution, characterized in terms of its effects on production systems by the following: (1) mass production, (2) assembly lines, (3) the scientific management movement, and (4) electrification of factories. Mass production was primarily an American phenomenon. Its motivation was the mass market that existed in the United States. Population in the United States in 1900 was 76 million and growing. By 1920, it exceeded 106 million. Such a large population, larger than any western European country, created a demand for large numbers of products. Mass production provided those products. Certainly one of the important technologies of mass production was the assem- bly line, introduced by Henry Ford (1863–1947) in 1913 at his Highland Park plant (Historical Note 15.1). The assembly line made mass production of complex consumer products possible. Use of assembly-line methods permitted Ford to sell a Model T automobile for less than $500 in 1916, thus making ownership of cars feasible for a large segment of the American population. The scientific management movement started in the late 1800s in the United States in response to the need to plan and control the activities of growing numbers of produc- tion workers. The movement was led by Frederick W. Taylor (1856–1915), Frank Gilbreath (1868–1924) and his wife Lilian (1878–1972), and others. Scientific management included (1) motion study, aimed at finding the best method to perform a given task; (2) time study, to establish work standards for a job; (3) extensive use of standards in industry; (4) the piece rate system and similar labor incentive plans; and (5) use of data collection, record keeping, and cost accounting in factory operations. In 1881, electrification began with the first electric power generating station being built in New York City, and soon electric motors were being used as the power source to operate fac- tory machinery. This was a far more convenient power delivery system than the steam engine, which required overhead belts to mechanically distribute power to the machines. By 1920, elec- tricity had overtaken steam as the principal power source in U.S. factories. Electrification also motivated many new inventions that have affected manufacturing operations and production systems. The twentieth century was a time of more technological advances than all previous centuries combined. Many of these developments have resulted in the automation of manu- facturing. Historical notes on some of these advances in automation are included in this book.
  • 43. Sec. 2.1 / Manufacturing Industries and Products 25 2.1 MANUFACTURING INDUSTRIES AND PRODUCTS Manufacturing is an important commercial activity, carried out by companies that sell products to customers. The type of manufacturing performed by a company depends on the kinds of products it makes. Manufacturing Industries. Industry consists of enterprises and organizations that produce and/or supply goods and/or services. Industries can be classified as primary, secondary, and tertiary. Primary industries are those that cultivate and exploit natural resources, such as agriculture and mining. Secondary industries convert the outputs of the primary industries into products. Manufacturing is the principal activity in this cat- egory, but the secondary industries also include construction and power utilities. Tertiary industries constitute the service sector of the economy. A list of specific industries in these categories is presented in Table 2.1. This book is concerned with the secondary industries (middle column in Table 2.1), which are composed of the companies engaged in manufacturing. It is useful to TABLE 2.1 Specific Industries in the Primary, Secondary, andTertiary Categories, Based Roughly on the International Standard Industrial Classification (ISIC) Used by the United Nations Primary Secondary Tertiary (Service) Agriculture Aerospace Banking Forestry Apparel Communications Fishing Automotive Education Livestock Basic metals Entertainment Quarrying Beverages Financial services Mining Building materials Government Petroleum Chemicals Health and medical services Computers Hotels Construction Information Consumer appliances Insurance Electronics Legal services Equipment Real estate Fabricated metals Repair and maintenance Food processing Restaurants Glass, ceramics Retail trade Heavy machinery Tourism Paper Transportation Petroleum refining Wholesale trade Pharmaceuticals Plastics (shaping) Power utilities Publishing Textiles Tire and rubber Wood and furniture
  • 44. 26 Chap. 2 / Manufacturing Operations distinguish the process industries from the industries that make discrete parts and products. The process industries include chemicals, pharmaceuticals, petroleum, basic metals, food, beverages, and electric power generation. The discrete product indus- tries include automobiles, aircraft, appliances, computers, machinery, and the com- ponent parts from which these products are assembled. The International Standard Industrial Classification (ISIC) of industries according to types of products manufac- tured is listed in Table 2.2. In general, the process industries are included within ISIC codes 31–37, and the discrete product manufacturing industries are included in ISIC codes 38 and 39. However, it must be acknowledged that many of the products made by the process industries are finally sold to the consumer in discrete units. For ex- ample, beverages are sold in bottles and cans. Pharmaceuticals are often purchased as pills and capsules. Production operations in the process industries and the discrete product industries can be divided into continuous production and batch production. The differences are shown in Figure 2.2. Continuous production occurs when the production equipment is used exclu- sively for the given product, and the output of the product is uninterrupted. In the process industries, continuous production means that the process is carried out on a continuous stream of material, with no interruptions in the output flow, as suggested by Figure 2.2(a). The material being processed is likely to be in the form of a liquid, gas, powder, or similar physical state. In the discrete manufacturing industries, continuous production means 100% dedication of the production equipment to the part or prod- uct, with no breaks for product changeovers. The individual units of production are identifiable, as in Figure 2.2(b). Batch production occurs when the materials are processed in finite amounts or quantities. The finite amount or quantity of material is called a batch in both the pro- cess and discrete manufacturing industries. Batch production is discontinuous because there are interruptions in production between batches. Reasons for using batch produc- tion include (1) differences in work units between batches necessitate changes in meth- ods, tooling, and equipment to accommodate the part differences; (2) the capacity of the TABLE 2.2 International Standard Industrial Classification Codes for Various Industries in the Manufacturing Sector Basic Code Products Manufactured 31 Food, beverages (alcoholic and nonalcoholic), tobacco 32 Textiles, clothing, leather goods, fur products 33 Wood and wood products (e.g., furniture), cork products 34 Paper, paper products, printing, publishing, bookbinding 35 Chemicals, coal, petroleum, plastic, rubber, products made from these materials, pharmaceuticals 36 Ceramics (including glass), nonmetallic mineral products (e.g., cement) 37 Basic metals (steel, aluminum, etc.) 38 Fabricated metal products, machinery, equipment (e.g., aircraft, cameras, computers and other office equipment, machinery, motor vehicles, tools, televisions) 39 Other manufactured goods (e.g., jewelry, musical instruments, sporting goods, toys)
  • 45. Sec. 2.1 / Manufacturing Industries and Products 27 equipment limits the amount or quantity of material that can be processed at one time; and (3) the production rate of the equipment is greater than the demand rate for the parts or products, and it therefore makes sense to share the equipment among multiple parts or products. The differences in batch production between the process and discrete manufac- turing industries are portrayed in Figure 2.2(c) and (d). Batch production in the process industries generally means that the starting materials are in liquid or bulk form, and they are processed altogether as a unit. By contrast, in the discrete manufacturing industries, a batch is a certain quantity of work units, and the work units are usually processed one at a time rather than all together at once. The number of parts in a batch can range from as few as one to as many as thousands of units. Manufactured Products. As indicated in Table 2.2, the secondary industries include food, beverages, textiles, wood, paper, publishing, chemicals, and basic metals (ISIC codes 31–37). The scope of this book is primarily directed at the industries that produce discrete products. Table 2.3 lists the manufacturing industries and corresponding products for which the production systems in this book are most applicable. Final products made by the industries listed in Table 2.3 can be divided into two major classes: consumer goods and capital goods. Consumer goods are products pur- chased directly by consumers, such as cars, personal computers, TVs, tires, toys, and ten- nis rackets. Capital goods are products purchased by other companies to produce goods and supply services. Examples of capital goods include commercial aircraft, process con- trol computers, machine tools, railroad equipment, and construction machinery. In addition to final products, which are usually assembled, there are companies in industry whose business is primarily to produce materials, components, and supplies for the companies that make the final products. Examples of these items include sheet steel, bar Proc Proc Batchi +1 Batchi Batch i–1 Batch i+1 Batch i Batchi–1 (c) (d) (a) . . . . . . . . . . . . (b) Proc Proc Figure 2.2 Continuous and batch production in the process and discrete manufacturing industries, including (a) continuous pro- duction in the process industries, (b) continuous production in the discrete manufacturing industries, (c) batch production in the process industries, and (d) batch production in the discrete manu- facturing industries. Key: Proc = process.
  • 46. 28 Chap. 2 / Manufacturing Operations TABLE 2.3 Manufacturing Industries Whose Products Are Likely to Be Produced by the Production Systems Discussed inThis Book Industry Typical Products Aerospace Commercial and military aircraft Automotive Cars, trucks, buses, motorcycles Computers Mainframe and personal computers Consumer appliances Large and small household appliances Electronics TVs, DVD players, audio equipment, video game consoles Equipment Industrial machinery, railroad equipment Fabricated metals Machined parts, metal stampings, tools Glass, ceramics Glass products, ceramic tools, pottery Heavy machinery Machine tools, construction equipment Plastics (shaping) Plastic moldings, extrusions Tire and rubber Tires, shoe soles, tennis balls stock, metal stampings, machined parts, plastic moldings, cutting tools, dies, molds, and lu- bricants. Thus, the manufacturing industries consist of a complex infrastructure with various categories and layers of intermediate suppliers with whom the final consumer never deals. 2.2 MANUFACTURING OPERATIONS There are certain basic activities that must be carried out in a factory to convert raw materials into finished products. For a plant engaged in making discrete products, the factory activities are (1) processing and assembly operations, (2) material handling, (3) inspection and test, and (4) coordination and control. The first three activities are the physical activities that “touch” the product as it is being made. Processing and assembly operations alter the geometry, properties, and/or appearance of the work unit. They add value to the product. The product must be moved from one operation to the next in the manufacturing sequence, and it must be inspected and/or tested to ensure high quality. It is sometimes argued that material handling and inspection activities do not add value to the product. However, material handling and inspection may be required to accomplish the necessary processing and assembly opera- tions, for example, loading parts into a production machine and assuring that a starting work unit is of acceptable quality before processing begins. 2.2.1 Processing and Assembly Operations Manufacturing processes can be divided into two basic types: (1) processing operations and (2) assembly operations. A processing operation transforms a work material from one state of completion to a more advanced state that is closer to the final desired part or product. It adds value by changing the geometry, properties, or appearance of the start- ing material. In general, processing operations are performed on discrete work parts, but some processing operations are also applicable to assembled items, for example, painting a welded sheet metal car body. An assembly operation joins two or more components to create a new entity, which is called an assembly, subassembly, or some other term that