SlideShare a Scribd company logo
1 of 4
Download to read offline
IOSR Journal of Mechanical and Civil Engineering (IOSR-JMCE)
e-ISSN: 2278-1684,p-ISSN: 2320-334X, Volume 12, Issue 2 Ver. VII (Mar - Apr. 2015), PP 01-04
www.iosrjournals.org
DOI: 10.9790/1684-12270104 www.iosrjournals.org 1 | Page

Study of Potential Applications of Lean Six Sigma in Job Order
Production System
Vatsal Desai
B.E Scholar,The Maharaja Sayajirao University of Baroda, Vadodara.
Abstract: There is a growing need for operation management in today’s manufacturing sector. It is no wonder
why more and more companies are now establishing a completely separate department called ‘operational
excellence’, which envisages potentials for implementation of techniques like lean manufacturing, six sigma,
TPM(Total Preventive Maintenance), TQM(Total Quality Management), and many more. The six sigma has
now become inevitable in manufacturing industries which targets quality and customer satisfaction. Six sigma
concept, which took birth in Motorola back in 1980’s has now forayed into numerous sectors including
manufacturing, finance, logistics, healthcare etc. Implementation of six sigma in mass production is
comparatively easy because of less or no product variability, however equally abstruse for job order production
system. Our paper focuses on potential applications of six sigma in job order production, and we have taken up
study of a turbine machining factory unit, wherein quality and precision play a pivotal role. We have also
explored the prospects of combing lean manufacturing with six sigma.
Keywords: Job order production, Lean Six Sigma (LSS), Operation management.
I. Introduction
The Six sigma has variegated definitions and applications, changing from company to company and
from professional to professional. However, it can be defined as a data-driven approach which struggles or
strives toward achieving customer specified quality,embarking a near perfect system of production. Six sigma
was incubated in Motorola in 1987. Motorola management decided to take up the quality issue more seriously,
Bob Galvin became Motorola's CEO in 1981, challenged his company to achieve a multifold improvement in
performance over a tenure of five years, and thus this challenge marked the onset of six sigma.
In six sigma, customer is the top priority. The customer defines the quality standards, precision levels,
closeness of tolerances and other parameters. Six sigma aims at achieving near perfect process, by reducing
process variability and ensuring process can achieve the specifications laid down by designer or customer. LSS
has a five phased approach towards improving and changing a process. It is called as DMAIC, namely Define,
Measure, Analyze, Improve and Control. These phases are followed in above stated order only, which tackle the
specified problem.[1]
II. Methodology Of Literature Review
 Six Sigma:
Six sigma involves statistical techniques to monitor a process and to comprehend whether given
process is under control or not. It encompasses varies phases to achieve a completely under control process.
Phases are 1- Define, 2- Measure, 3- Analyse, 4- Improve, 5- Control.
The DEFINE phase involves defining the given problem, in a way which is description and clear. It
also involves defining customer need and quality standards required to be achieved. The define phases is the
foundation of six sigma project.
The MEASURE phases involve collecting relevant date from authentic sources. It measures various
process parameters, for example for turning operation, at given feed and depth of cut, achieve surface finish
value is Ra 3.2, which should be Ra 0.8 as per specification. Thus, measure phases measures the parameters of a
process. The ANALYSE phase involves analyses of obtained data. This analyse might be statistical or technical,
or may be combined analysis. It involves finding the root causes of a problem. For example if Ra 0.8 is not
achieved then it might be due to improper nose radius of tool or incorrect feed, etc.
The IMROVE phase involves rectification. In this, all the parameters are reset to another value so that
required performance is achieved. In our discussed example, potential improvement could be increase nose
radius and feed. The CONTROL phase emphasises on efforts made to sustain the changes which has been made
to improve the process. This is important phase because the rewards of improvement are achieved only after
sustained efforts.
Study of Potential Applications of Lean Six Sigma in Job Order Production System
DOI: 10.9790/1684-12270104 www.iosrjournals.org 2 | Page
 Lean Manufacturing:
The lean manufacturing emphasises on elimination of 7 Wasters encountered in a manufacturing
process. These 7 wastes are WORMPIT; Namely, Over Processing, Motion of Employees, Inventories,
Transportation, Rejection, Underutilized man power and human talent etc. It also has various tools like 5S,
Kanban, Kaizen, TPM, etc. which are applicable.
Six Sigma Techniques: Six Sigma concepts can be better understood and explained using mathematical term
Sigma and Normal Distribution. Sigma is a Greek symbol represented by "σ". The bell shape curve shown
in Fig. 1 is called "normal distribution" in statistical terms. In real life, a lot of frequency distributions follow
normal distribution, as in the case of delivery times in Pizza Business. Natural variations cause such a
distribution or deviation. One of the characteristics of this distribution is that 68% of area (i.e. the data points)
falls within the area of -1σ and +1σ on either side of the mean. Similarly, 2σ on either side will cover
approximately 95.5% area. 3σ on either side from mean covers almost 99.7% area. A more peaked curve (e.g.
more and more deliveries were made on target) indicates lower variation or more mature and capable process.
Whereas a flatter bell curve indicates higher variation or less mature or capable process. To summarize, the
Sigma performance levels – 0ne to Six Sigma are arrived at in the following way[2]
Figure 1
Figure 2
Various charts are used in Six sigma for example;
1- X-Bar R chart.(Variables)
2- U Bar, P, nP, C chart.(Attributes)
3- Gage R&R. etc.
Procedure: As discussed earlier regarding various phases in Six Sigma, the first deployment phase is „define‟
phase. Define phase involves defining the CTQ‟s and VOC and VOBs. CTQ is Critical to quality, it describes
parameters which are critical to quality of product, VOC is voice of customer, that is what does the customer
demand, it may either be quality, delivery on time, economic machining, etc. VOB is voice of business, which
includes all parameters which can cause an impact on business, for example, company policies, HR policies,
Study of Potential Applications of Lean Six Sigma in Job Order Production System
DOI: 10.9790/1684-12270104 www.iosrjournals.org 3 | Page
Wages and Incentives etc. One has to define the function Y=f(x), Where Y is dependent variable and x is
independent variable. For example, Surface finish is a function „Y‟, and feed and spindle speed is independent
variable „x‟, that is feed is dependent only on feed and speed.
Tools in Define phase;
 Project Charter
 Process Flowchart
 SIPOC Diagram
 Stakeholder Analysis
 DMAIC Work Breakdown Structure
 CTQ Definitions
 Voice of the Customer Gathering[4]
We shall define a problem statement, forpotential processes and problems which need to be addressed
at LAXMI ENGINEERING WORKS, which performs machining of key turbine elements.
List of problem(Problem Statement) which need to be addressed are as under:
1- Thermal expansion of the work piece during machining, leading to faulty measurements during inspection.
2- Effect of selection of feeds and depth of cuts for close tolerances, on machining time and economy.
3- Variation in measurements, due to „human bias error‟.
4- Reducing tool breakage and increasing tool life.
5- Reducing down time of machine to increase productivity of unit.
Measure Phase: In this phase we measure key parameters for define problem. For list of problems listed before,
possible measurable quantities could be as under
1- Measuring temperature and thermal expansion co-efficient of material.
2- Obtain data for various feed and depths of cut performed on machine and tolerances obtained,
3- Measure values as measured by all the quality inspectors.
4- Measure tool strength and hardness at prescribed temperature, and frequency of tool breakage, due to
various reasons like thermal cracking, mechanical impact, crater crack, etc. Use to temperature measuring
instruments to keep check on tool temperature.
5- Measure which time for which a machine remains idle during single shift of working.
Tools in measure phase;
 Process Flowchart
 Data Collection Plan/Example
 Benchmarking
 Measurement System Analysis/Gage R&R
 Voice of the Customer Gathering
 Process Sigma Calculation[4]
Analyse Phase:
In this phase the key parameters are analyzed using past experience and statistical control charts. This
is an important phase, because it holds key to improvements of process or system. This phase has to be
performed meticulously or else all efforts put in previous phase would go futile. Moreover, since this phase is
solely data driven it is very important that the data is collected from an authentic source which is devoid of any
bias. The outputs of analyze leads to inputs of IMPROVE Phase. The cause and effect diagram is a useful tool;
it is also called as the Fish Bone diagram.
Data analysis has to be precise and improper analysis may lead to wrong conclusion, hence experience
is need in this phase to point out the correct from incorrect.
Tools which are used in this phase are as under;
 Histogram
 Pareto Chart
 Time Series/Run Chart
 Scatter Plot
 Regression Analysis
 Cause and Effect/Fishbone Diagram
 Whys
 Process Map Review and Analysis
Study of Potential Applications of Lean Six Sigma in Job Order Production System
DOI: 10.9790/1684-12270104 www.iosrjournals.org 4 | Page
 Statistical Analysis
 Hypothesis Testing (Continuous and Discrete)[4]
 Non-Normal Data Analysis.
Improve Phase:
This includes counter measures to be taken to tackle the problem. Solution is found out to given
problem and implement in the process. This phase marks the fruits of six sigma implementation because as
improvements are made, better results can be expected.
The tools used in this phase are;
 Brainstorming
 Mistake Proofing
 Design of Experiments
 Pugh Matrix
 QFD/House of Quality
 Failure Modes and Effects Analysis (FMEA)
 Simulation Software
Control Phase:
This phase ensures that all the changes which are made during the previous phase are sustain and
continued until next improvement is made. To yield results it is very important that the improvements are not
only but also sustained. Tools used in this phase are;
 Process Sigma Calculation
 Control Charts (Variable and Attribute)
 Cost Savings Calculations
 Control Plan[4]
Limitations Of Six Sigma[3]
The biggest hurdle in implementation of Six Sigma is the company itself. The management plays a
central role in successful implementation of LSS. It is not an individual initiative; it demands company wide
support and actions. If the management is not motivated or is indifferent towards the benefits of implementation
of LSS, then no good can be done, and LSS can only remain on paper a mere theoretical concept. The
management has to reward the employees who take active participation in implementation of such techniques.
Thus we can say that management has to play pivotal role in successful implementation of LSS, without their
motivation it is very difficult to implement LSS.
III. Conclusion
After detailed study, we conclude that six sigma can be applied in job order production system as well.
Though it is recondite but after detailed analysis one can find many ways in which Six Sigma can be
implemented in Job order production system. We intend to conduct all the five phases of six sigma and improve
a process at mentioned factory, in near future.
Acknowledgment
We would like to express our deepest gratitude to Mr. Deepak Patel, Co-Owner of Laxmi Engineering
works, Mr. Tushar Patel, shop floor manager, and Mr. Ramesh Zolapara, Chief Machinist for helping us with
this study and allowing us to conduct study at their factory shop floor.
References
[1]. Yogesh Mishra, Monit KachawahaPROCEEDING OF NATIONAL CONFERENCE ON “ADVANCES IN REFRIGERATION &
ENERGY SYSTEMS -2015” (NCARES-2015/74).
[2]. Vivekananthamoorthy N and Sankar S (2011). Lean Six Sigma, Six Sigma Projects and Personal Experiences, Prof. Abdurrahman
Coskun (Ed.), ISBN: 978-953-307-370-5, InTech, DOI: 10.5772/17288. Available from: http://www.intechopen.com/books/six-
sigma-projects-and-personal-experiences/lean-six-sigma
[3]. Nilesh Fursule,Dr. Satish V. Bansod, Swait N. Fursule, International Journal of scientific research and publications, volume 2, issue
1, January 2012 ISSN 2250-3153
[4]. http://www.isixsigma.com/new-to-six-sigma/dmaic/six-sigma-dmaic-roadmap

More Related Content

What's hot

Statstical process control
Statstical process controlStatstical process control
Statstical process controlXenChisti
 
Basic Statistical Process Control
Basic Statistical Process ControlBasic Statistical Process Control
Basic Statistical Process ControlStephen Deas
 
Statistical Control Process - Class Presentation
Statistical Control Process - Class PresentationStatistical Control Process - Class Presentation
Statistical Control Process - Class PresentationMillat Afridi
 
Statistical quality control
Statistical quality controlStatistical quality control
Statistical quality controlAnubhav Grover
 
Statistical process control (spc)
Statistical process control (spc)Statistical process control (spc)
Statistical process control (spc)Ashish Chaudhari
 
Quality Improvement Of Fan Manufacturing Industry By Using Basic Seven Tools ...
Quality Improvement Of Fan Manufacturing Industry By Using Basic Seven Tools ...Quality Improvement Of Fan Manufacturing Industry By Using Basic Seven Tools ...
Quality Improvement Of Fan Manufacturing Industry By Using Basic Seven Tools ...IJERA Editor
 
Statistical Process Control & Control Chart
Statistical Process Control  & Control ChartStatistical Process Control  & Control Chart
Statistical Process Control & Control ChartShekhar Verma
 
Ops 571 free final exam sg 2014
Ops 571  free final exam sg 2014Ops 571  free final exam sg 2014
Ops 571 free final exam sg 2014Rogue Phoenix
 
Operation management-notes
Operation management-notesOperation management-notes
Operation management-notesismatullahzazai
 
INTRODUCTION TO OPERATIONS MANAGEMENT
INTRODUCTION TO OPERATIONS MANAGEMENTINTRODUCTION TO OPERATIONS MANAGEMENT
INTRODUCTION TO OPERATIONS MANAGEMENTS.Vijaya Bhaskar
 
Work Study- Methods Study
Work Study- Methods StudyWork Study- Methods Study
Work Study- Methods StudyJoseph Konnully
 
SPC - Statistical process control
SPC  - Statistical process controlSPC  - Statistical process control
SPC - Statistical process controlSenthil kumar
 
Statistical Process Control (SPC) in a Nutshell
Statistical Process Control (SPC) in a NutshellStatistical Process Control (SPC) in a Nutshell
Statistical Process Control (SPC) in a NutshellJay Arthur
 
Fdp session rtu session 1
Fdp session rtu session 1Fdp session rtu session 1
Fdp session rtu session 1sprsingh1
 

What's hot (20)

Control chart
Control chartControl chart
Control chart
 
Statstical process control
Statstical process controlStatstical process control
Statstical process control
 
Control charts
Control charts Control charts
Control charts
 
Basic Statistical Process Control
Basic Statistical Process ControlBasic Statistical Process Control
Basic Statistical Process Control
 
Statistical Control Process - Class Presentation
Statistical Control Process - Class PresentationStatistical Control Process - Class Presentation
Statistical Control Process - Class Presentation
 
Process Control
Process ControlProcess Control
Process Control
 
Statistical quality control
Statistical quality controlStatistical quality control
Statistical quality control
 
Control charts
Control chartsControl charts
Control charts
 
Statistical process control (spc)
Statistical process control (spc)Statistical process control (spc)
Statistical process control (spc)
 
Quality Improvement Of Fan Manufacturing Industry By Using Basic Seven Tools ...
Quality Improvement Of Fan Manufacturing Industry By Using Basic Seven Tools ...Quality Improvement Of Fan Manufacturing Industry By Using Basic Seven Tools ...
Quality Improvement Of Fan Manufacturing Industry By Using Basic Seven Tools ...
 
Statistical Process Control & Control Chart
Statistical Process Control  & Control ChartStatistical Process Control  & Control Chart
Statistical Process Control & Control Chart
 
Ops 571 free final exam sg 2014
Ops 571  free final exam sg 2014Ops 571  free final exam sg 2014
Ops 571 free final exam sg 2014
 
Operation management-notes
Operation management-notesOperation management-notes
Operation management-notes
 
INTRODUCTION TO OPERATIONS MANAGEMENT
INTRODUCTION TO OPERATIONS MANAGEMENTINTRODUCTION TO OPERATIONS MANAGEMENT
INTRODUCTION TO OPERATIONS MANAGEMENT
 
Work Study- Methods Study
Work Study- Methods StudyWork Study- Methods Study
Work Study- Methods Study
 
Statistical Process Control
Statistical Process ControlStatistical Process Control
Statistical Process Control
 
UNIT 1 - INTRODUCTION TO PRODUCTION PLANNING AND CONTROL
UNIT 1 - INTRODUCTION TO PRODUCTION PLANNING AND CONTROLUNIT 1 - INTRODUCTION TO PRODUCTION PLANNING AND CONTROL
UNIT 1 - INTRODUCTION TO PRODUCTION PLANNING AND CONTROL
 
SPC - Statistical process control
SPC  - Statistical process controlSPC  - Statistical process control
SPC - Statistical process control
 
Statistical Process Control (SPC) in a Nutshell
Statistical Process Control (SPC) in a NutshellStatistical Process Control (SPC) in a Nutshell
Statistical Process Control (SPC) in a Nutshell
 
Fdp session rtu session 1
Fdp session rtu session 1Fdp session rtu session 1
Fdp session rtu session 1
 

Viewers also liked

Jasa Peembuatan Izin Edar alat kesehatan (IPAK)
Jasa Peembuatan Izin Edar alat kesehatan (IPAK)Jasa Peembuatan Izin Edar alat kesehatan (IPAK)
Jasa Peembuatan Izin Edar alat kesehatan (IPAK)legalservice
 
đại lý mua đồng hồ casio đúng giá
đại lý mua đồng hồ casio đúng giáđại lý mua đồng hồ casio đúng giá
đại lý mua đồng hồ casio đúng giálenore218
 
MY OWN PROFESSIONAL DEVELOPMENT-10 KEY POINTS
MY OWN PROFESSIONAL DEVELOPMENT-10 KEY POINTSMY OWN PROFESSIONAL DEVELOPMENT-10 KEY POINTS
MY OWN PROFESSIONAL DEVELOPMENT-10 KEY POINTSBrenda Subuyuj
 
GenChem000-WhatIsChemistry
GenChem000-WhatIsChemistryGenChem000-WhatIsChemistry
GenChem000-WhatIsChemistryhenry kang
 
Brochure of Progressive Education Network
Brochure of Progressive Education NetworkBrochure of Progressive Education Network
Brochure of Progressive Education NetworkAmir Qureshi
 

Viewers also liked (16)

A012430106
A012430106A012430106
A012430106
 
Iklan penawaran 1
Iklan penawaran 1Iklan penawaran 1
Iklan penawaran 1
 
LOOKBOOK
LOOKBOOKLOOKBOOK
LOOKBOOK
 
A012210104
A012210104A012210104
A012210104
 
C012131116
C012131116C012131116
C012131116
 
Jasa Peembuatan Izin Edar alat kesehatan (IPAK)
Jasa Peembuatan Izin Edar alat kesehatan (IPAK)Jasa Peembuatan Izin Edar alat kesehatan (IPAK)
Jasa Peembuatan Izin Edar alat kesehatan (IPAK)
 
đại lý mua đồng hồ casio đúng giá
đại lý mua đồng hồ casio đúng giáđại lý mua đồng hồ casio đúng giá
đại lý mua đồng hồ casio đúng giá
 
MY OWN PROFESSIONAL DEVELOPMENT-10 KEY POINTS
MY OWN PROFESSIONAL DEVELOPMENT-10 KEY POINTSMY OWN PROFESSIONAL DEVELOPMENT-10 KEY POINTS
MY OWN PROFESSIONAL DEVELOPMENT-10 KEY POINTS
 
G010144450
G010144450G010144450
G010144450
 
D012531923
D012531923D012531923
D012531923
 
F017132529
F017132529F017132529
F017132529
 
GenChem000-WhatIsChemistry
GenChem000-WhatIsChemistryGenChem000-WhatIsChemistry
GenChem000-WhatIsChemistry
 
Brochure of Progressive Education Network
Brochure of Progressive Education NetworkBrochure of Progressive Education Network
Brochure of Progressive Education Network
 
L1304018086
L1304018086L1304018086
L1304018086
 
C1304021824
C1304021824C1304021824
C1304021824
 
InheritanceNovember2016
InheritanceNovember2016InheritanceNovember2016
InheritanceNovember2016
 

Similar to A012270104

Six Sigma Implementation to reduce rejection rate of Pump Casings at local Ma...
Six Sigma Implementation to reduce rejection rate of Pump Casings at local Ma...Six Sigma Implementation to reduce rejection rate of Pump Casings at local Ma...
Six Sigma Implementation to reduce rejection rate of Pump Casings at local Ma...IOSR Journals
 
A LEAN SIX-SIGMA MANUFACTURING PROCESS CASE STUDY
A LEAN SIX-SIGMA MANUFACTURING PROCESS CASE STUDYA LEAN SIX-SIGMA MANUFACTURING PROCESS CASE STUDY
A LEAN SIX-SIGMA MANUFACTURING PROCESS CASE STUDYLinda Garcia
 
IRJET- Application of Lean Six Sigma Principles
IRJET-  	  Application of Lean Six Sigma PrinciplesIRJET-  	  Application of Lean Six Sigma Principles
IRJET- Application of Lean Six Sigma PrinciplesIRJET Journal
 
Basic overview six sigma
Basic overview six sigmaBasic overview six sigma
Basic overview six sigmaKhushmeetKhushi
 
Six sigma full report
Six sigma full reportSix sigma full report
Six sigma full reporttapan27591
 
Six Sigma Yellow Belt Training
Six Sigma Yellow Belt TrainingSix Sigma Yellow Belt Training
Six Sigma Yellow Belt TrainingInvensis Learning
 
Root Causes Analysis for Lean Maintenance Using Six Sigma Approach
Root Causes Analysis for Lean Maintenance Using Six Sigma ApproachRoot Causes Analysis for Lean Maintenance Using Six Sigma Approach
Root Causes Analysis for Lean Maintenance Using Six Sigma Approachtheijes
 
Quality Improvement in Low Pressure Die Casting Of Automobile Cylinder Head U...
Quality Improvement in Low Pressure Die Casting Of Automobile Cylinder Head U...Quality Improvement in Low Pressure Die Casting Of Automobile Cylinder Head U...
Quality Improvement in Low Pressure Die Casting Of Automobile Cylinder Head U...paperpublications3
 
Elimination of rework in V Cap by Using Six Sigma Methodology
Elimination of rework in V Cap by Using Six Sigma MethodologyElimination of rework in V Cap by Using Six Sigma Methodology
Elimination of rework in V Cap by Using Six Sigma MethodologyIJERD Editor
 
A4 montgomery-woodall-six-sigma
A4 montgomery-woodall-six-sigmaA4 montgomery-woodall-six-sigma
A4 montgomery-woodall-six-sigmaZUbaria Inayat
 
Ipc india newsletter feb19_article_ms_seema sabikhi
Ipc india newsletter feb19_article_ms_seema sabikhiIpc india newsletter feb19_article_ms_seema sabikhi
Ipc india newsletter feb19_article_ms_seema sabikhiSuresh Kr. Rana
 
Improve quality via qms through quality tools
Improve quality via qms through quality toolsImprove quality via qms through quality tools
Improve quality via qms through quality toolsIAEME Publication
 
Improve quality via qms through quality tools
Improve quality via qms through quality toolsImprove quality via qms through quality tools
Improve quality via qms through quality toolsIAEME Publication
 
Applying Lean Sigma Into Validation
Applying Lean Sigma Into ValidationApplying Lean Sigma Into Validation
Applying Lean Sigma Into Validationtjcornish
 

Similar to A012270104 (20)

Module iii lec5
Module iii lec5Module iii lec5
Module iii lec5
 
Ijebea14 275
Ijebea14 275Ijebea14 275
Ijebea14 275
 
Six Sigma Implementation to reduce rejection rate of Pump Casings at local Ma...
Six Sigma Implementation to reduce rejection rate of Pump Casings at local Ma...Six Sigma Implementation to reduce rejection rate of Pump Casings at local Ma...
Six Sigma Implementation to reduce rejection rate of Pump Casings at local Ma...
 
AN OVERVIEW ON SIX SIGMA: QUALITY IMPROVEMENT PROGRAM
AN OVERVIEW ON SIX SIGMA: QUALITY IMPROVEMENT PROGRAMAN OVERVIEW ON SIX SIGMA: QUALITY IMPROVEMENT PROGRAM
AN OVERVIEW ON SIX SIGMA: QUALITY IMPROVEMENT PROGRAM
 
A LEAN SIX-SIGMA MANUFACTURING PROCESS CASE STUDY
A LEAN SIX-SIGMA MANUFACTURING PROCESS CASE STUDYA LEAN SIX-SIGMA MANUFACTURING PROCESS CASE STUDY
A LEAN SIX-SIGMA MANUFACTURING PROCESS CASE STUDY
 
IRJET- Application of Lean Six Sigma Principles
IRJET-  	  Application of Lean Six Sigma PrinciplesIRJET-  	  Application of Lean Six Sigma Principles
IRJET- Application of Lean Six Sigma Principles
 
6 sigma
6 sigma6 sigma
6 sigma
 
Basic overview six sigma
Basic overview six sigmaBasic overview six sigma
Basic overview six sigma
 
Six sigma full report
Six sigma full reportSix sigma full report
Six sigma full report
 
Six Sigma Yellow Belt Training
Six Sigma Yellow Belt TrainingSix Sigma Yellow Belt Training
Six Sigma Yellow Belt Training
 
Root Causes Analysis for Lean Maintenance Using Six Sigma Approach
Root Causes Analysis for Lean Maintenance Using Six Sigma ApproachRoot Causes Analysis for Lean Maintenance Using Six Sigma Approach
Root Causes Analysis for Lean Maintenance Using Six Sigma Approach
 
Quality Improvement in Low Pressure Die Casting Of Automobile Cylinder Head U...
Quality Improvement in Low Pressure Die Casting Of Automobile Cylinder Head U...Quality Improvement in Low Pressure Die Casting Of Automobile Cylinder Head U...
Quality Improvement in Low Pressure Die Casting Of Automobile Cylinder Head U...
 
Elimination of rework in V Cap by Using Six Sigma Methodology
Elimination of rework in V Cap by Using Six Sigma MethodologyElimination of rework in V Cap by Using Six Sigma Methodology
Elimination of rework in V Cap by Using Six Sigma Methodology
 
SIX SIGMA
SIX SIGMASIX SIGMA
SIX SIGMA
 
yellow belt training
yellow belt trainingyellow belt training
yellow belt training
 
A4 montgomery-woodall-six-sigma
A4 montgomery-woodall-six-sigmaA4 montgomery-woodall-six-sigma
A4 montgomery-woodall-six-sigma
 
Ipc india newsletter feb19_article_ms_seema sabikhi
Ipc india newsletter feb19_article_ms_seema sabikhiIpc india newsletter feb19_article_ms_seema sabikhi
Ipc india newsletter feb19_article_ms_seema sabikhi
 
Improve quality via qms through quality tools
Improve quality via qms through quality toolsImprove quality via qms through quality tools
Improve quality via qms through quality tools
 
Improve quality via qms through quality tools
Improve quality via qms through quality toolsImprove quality via qms through quality tools
Improve quality via qms through quality tools
 
Applying Lean Sigma Into Validation
Applying Lean Sigma Into ValidationApplying Lean Sigma Into Validation
Applying Lean Sigma Into Validation
 

More from IOSR Journals (20)

A011140104
A011140104A011140104
A011140104
 
M0111397100
M0111397100M0111397100
M0111397100
 
L011138596
L011138596L011138596
L011138596
 
K011138084
K011138084K011138084
K011138084
 
J011137479
J011137479J011137479
J011137479
 
I011136673
I011136673I011136673
I011136673
 
G011134454
G011134454G011134454
G011134454
 
H011135565
H011135565H011135565
H011135565
 
F011134043
F011134043F011134043
F011134043
 
E011133639
E011133639E011133639
E011133639
 
D011132635
D011132635D011132635
D011132635
 
C011131925
C011131925C011131925
C011131925
 
B011130918
B011130918B011130918
B011130918
 
A011130108
A011130108A011130108
A011130108
 
I011125160
I011125160I011125160
I011125160
 
H011124050
H011124050H011124050
H011124050
 
G011123539
G011123539G011123539
G011123539
 
F011123134
F011123134F011123134
F011123134
 
E011122530
E011122530E011122530
E011122530
 
D011121524
D011121524D011121524
D011121524
 

Recently uploaded

Unleash Your Potential - Namagunga Girls Coding Club
Unleash Your Potential - Namagunga Girls Coding ClubUnleash Your Potential - Namagunga Girls Coding Club
Unleash Your Potential - Namagunga Girls Coding ClubKalema Edgar
 
Dev Dives: Streamline document processing with UiPath Studio Web
Dev Dives: Streamline document processing with UiPath Studio WebDev Dives: Streamline document processing with UiPath Studio Web
Dev Dives: Streamline document processing with UiPath Studio WebUiPathCommunity
 
Advanced Test Driven-Development @ php[tek] 2024
Advanced Test Driven-Development @ php[tek] 2024Advanced Test Driven-Development @ php[tek] 2024
Advanced Test Driven-Development @ php[tek] 2024Scott Keck-Warren
 
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024BookNet Canada
 
Artificial intelligence in cctv survelliance.pptx
Artificial intelligence in cctv survelliance.pptxArtificial intelligence in cctv survelliance.pptx
Artificial intelligence in cctv survelliance.pptxhariprasad279825
 
Powerpoint exploring the locations used in television show Time Clash
Powerpoint exploring the locations used in television show Time ClashPowerpoint exploring the locations used in television show Time Clash
Powerpoint exploring the locations used in television show Time Clashcharlottematthew16
 
Gen AI in Business - Global Trends Report 2024.pdf
Gen AI in Business - Global Trends Report 2024.pdfGen AI in Business - Global Trends Report 2024.pdf
Gen AI in Business - Global Trends Report 2024.pdfAddepto
 
"Federated learning: out of reach no matter how close",Oleksandr Lapshyn
"Federated learning: out of reach no matter how close",Oleksandr Lapshyn"Federated learning: out of reach no matter how close",Oleksandr Lapshyn
"Federated learning: out of reach no matter how close",Oleksandr LapshynFwdays
 
Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 365
Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 365Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 365
Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 3652toLead Limited
 
costume and set research powerpoint presentation
costume and set research powerpoint presentationcostume and set research powerpoint presentation
costume and set research powerpoint presentationphoebematthew05
 
Kotlin Multiplatform & Compose Multiplatform - Starter kit for pragmatics
Kotlin Multiplatform & Compose Multiplatform - Starter kit for pragmaticsKotlin Multiplatform & Compose Multiplatform - Starter kit for pragmatics
Kotlin Multiplatform & Compose Multiplatform - Starter kit for pragmaticscarlostorres15106
 
"ML in Production",Oleksandr Bagan
"ML in Production",Oleksandr Bagan"ML in Production",Oleksandr Bagan
"ML in Production",Oleksandr BaganFwdays
 
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...shyamraj55
 
"Debugging python applications inside k8s environment", Andrii Soldatenko
"Debugging python applications inside k8s environment", Andrii Soldatenko"Debugging python applications inside k8s environment", Andrii Soldatenko
"Debugging python applications inside k8s environment", Andrii SoldatenkoFwdays
 
APIForce Zurich 5 April Automation LPDG
APIForce Zurich 5 April  Automation LPDGAPIForce Zurich 5 April  Automation LPDG
APIForce Zurich 5 April Automation LPDGMarianaLemus7
 
Nell’iperspazio con Rocket: il Framework Web di Rust!
Nell’iperspazio con Rocket: il Framework Web di Rust!Nell’iperspazio con Rocket: il Framework Web di Rust!
Nell’iperspazio con Rocket: il Framework Web di Rust!Commit University
 
Scanning the Internet for External Cloud Exposures via SSL Certs
Scanning the Internet for External Cloud Exposures via SSL CertsScanning the Internet for External Cloud Exposures via SSL Certs
Scanning the Internet for External Cloud Exposures via SSL CertsRizwan Syed
 
Beyond Boundaries: Leveraging No-Code Solutions for Industry Innovation
Beyond Boundaries: Leveraging No-Code Solutions for Industry InnovationBeyond Boundaries: Leveraging No-Code Solutions for Industry Innovation
Beyond Boundaries: Leveraging No-Code Solutions for Industry InnovationSafe Software
 
Integration and Automation in Practice: CI/CD in Mule Integration and Automat...
Integration and Automation in Practice: CI/CD in Mule Integration and Automat...Integration and Automation in Practice: CI/CD in Mule Integration and Automat...
Integration and Automation in Practice: CI/CD in Mule Integration and Automat...Patryk Bandurski
 
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024BookNet Canada
 

Recently uploaded (20)

Unleash Your Potential - Namagunga Girls Coding Club
Unleash Your Potential - Namagunga Girls Coding ClubUnleash Your Potential - Namagunga Girls Coding Club
Unleash Your Potential - Namagunga Girls Coding Club
 
Dev Dives: Streamline document processing with UiPath Studio Web
Dev Dives: Streamline document processing with UiPath Studio WebDev Dives: Streamline document processing with UiPath Studio Web
Dev Dives: Streamline document processing with UiPath Studio Web
 
Advanced Test Driven-Development @ php[tek] 2024
Advanced Test Driven-Development @ php[tek] 2024Advanced Test Driven-Development @ php[tek] 2024
Advanced Test Driven-Development @ php[tek] 2024
 
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
 
Artificial intelligence in cctv survelliance.pptx
Artificial intelligence in cctv survelliance.pptxArtificial intelligence in cctv survelliance.pptx
Artificial intelligence in cctv survelliance.pptx
 
Powerpoint exploring the locations used in television show Time Clash
Powerpoint exploring the locations used in television show Time ClashPowerpoint exploring the locations used in television show Time Clash
Powerpoint exploring the locations used in television show Time Clash
 
Gen AI in Business - Global Trends Report 2024.pdf
Gen AI in Business - Global Trends Report 2024.pdfGen AI in Business - Global Trends Report 2024.pdf
Gen AI in Business - Global Trends Report 2024.pdf
 
"Federated learning: out of reach no matter how close",Oleksandr Lapshyn
"Federated learning: out of reach no matter how close",Oleksandr Lapshyn"Federated learning: out of reach no matter how close",Oleksandr Lapshyn
"Federated learning: out of reach no matter how close",Oleksandr Lapshyn
 
Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 365
Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 365Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 365
Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 365
 
costume and set research powerpoint presentation
costume and set research powerpoint presentationcostume and set research powerpoint presentation
costume and set research powerpoint presentation
 
Kotlin Multiplatform & Compose Multiplatform - Starter kit for pragmatics
Kotlin Multiplatform & Compose Multiplatform - Starter kit for pragmaticsKotlin Multiplatform & Compose Multiplatform - Starter kit for pragmatics
Kotlin Multiplatform & Compose Multiplatform - Starter kit for pragmatics
 
"ML in Production",Oleksandr Bagan
"ML in Production",Oleksandr Bagan"ML in Production",Oleksandr Bagan
"ML in Production",Oleksandr Bagan
 
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...
 
"Debugging python applications inside k8s environment", Andrii Soldatenko
"Debugging python applications inside k8s environment", Andrii Soldatenko"Debugging python applications inside k8s environment", Andrii Soldatenko
"Debugging python applications inside k8s environment", Andrii Soldatenko
 
APIForce Zurich 5 April Automation LPDG
APIForce Zurich 5 April  Automation LPDGAPIForce Zurich 5 April  Automation LPDG
APIForce Zurich 5 April Automation LPDG
 
Nell’iperspazio con Rocket: il Framework Web di Rust!
Nell’iperspazio con Rocket: il Framework Web di Rust!Nell’iperspazio con Rocket: il Framework Web di Rust!
Nell’iperspazio con Rocket: il Framework Web di Rust!
 
Scanning the Internet for External Cloud Exposures via SSL Certs
Scanning the Internet for External Cloud Exposures via SSL CertsScanning the Internet for External Cloud Exposures via SSL Certs
Scanning the Internet for External Cloud Exposures via SSL Certs
 
Beyond Boundaries: Leveraging No-Code Solutions for Industry Innovation
Beyond Boundaries: Leveraging No-Code Solutions for Industry InnovationBeyond Boundaries: Leveraging No-Code Solutions for Industry Innovation
Beyond Boundaries: Leveraging No-Code Solutions for Industry Innovation
 
Integration and Automation in Practice: CI/CD in Mule Integration and Automat...
Integration and Automation in Practice: CI/CD in Mule Integration and Automat...Integration and Automation in Practice: CI/CD in Mule Integration and Automat...
Integration and Automation in Practice: CI/CD in Mule Integration and Automat...
 
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
 

A012270104

  • 1. IOSR Journal of Mechanical and Civil Engineering (IOSR-JMCE) e-ISSN: 2278-1684,p-ISSN: 2320-334X, Volume 12, Issue 2 Ver. VII (Mar - Apr. 2015), PP 01-04 www.iosrjournals.org DOI: 10.9790/1684-12270104 www.iosrjournals.org 1 | Page  Study of Potential Applications of Lean Six Sigma in Job Order Production System Vatsal Desai B.E Scholar,The Maharaja Sayajirao University of Baroda, Vadodara. Abstract: There is a growing need for operation management in today’s manufacturing sector. It is no wonder why more and more companies are now establishing a completely separate department called ‘operational excellence’, which envisages potentials for implementation of techniques like lean manufacturing, six sigma, TPM(Total Preventive Maintenance), TQM(Total Quality Management), and many more. The six sigma has now become inevitable in manufacturing industries which targets quality and customer satisfaction. Six sigma concept, which took birth in Motorola back in 1980’s has now forayed into numerous sectors including manufacturing, finance, logistics, healthcare etc. Implementation of six sigma in mass production is comparatively easy because of less or no product variability, however equally abstruse for job order production system. Our paper focuses on potential applications of six sigma in job order production, and we have taken up study of a turbine machining factory unit, wherein quality and precision play a pivotal role. We have also explored the prospects of combing lean manufacturing with six sigma. Keywords: Job order production, Lean Six Sigma (LSS), Operation management. I. Introduction The Six sigma has variegated definitions and applications, changing from company to company and from professional to professional. However, it can be defined as a data-driven approach which struggles or strives toward achieving customer specified quality,embarking a near perfect system of production. Six sigma was incubated in Motorola in 1987. Motorola management decided to take up the quality issue more seriously, Bob Galvin became Motorola's CEO in 1981, challenged his company to achieve a multifold improvement in performance over a tenure of five years, and thus this challenge marked the onset of six sigma. In six sigma, customer is the top priority. The customer defines the quality standards, precision levels, closeness of tolerances and other parameters. Six sigma aims at achieving near perfect process, by reducing process variability and ensuring process can achieve the specifications laid down by designer or customer. LSS has a five phased approach towards improving and changing a process. It is called as DMAIC, namely Define, Measure, Analyze, Improve and Control. These phases are followed in above stated order only, which tackle the specified problem.[1] II. Methodology Of Literature Review  Six Sigma: Six sigma involves statistical techniques to monitor a process and to comprehend whether given process is under control or not. It encompasses varies phases to achieve a completely under control process. Phases are 1- Define, 2- Measure, 3- Analyse, 4- Improve, 5- Control. The DEFINE phase involves defining the given problem, in a way which is description and clear. It also involves defining customer need and quality standards required to be achieved. The define phases is the foundation of six sigma project. The MEASURE phases involve collecting relevant date from authentic sources. It measures various process parameters, for example for turning operation, at given feed and depth of cut, achieve surface finish value is Ra 3.2, which should be Ra 0.8 as per specification. Thus, measure phases measures the parameters of a process. The ANALYSE phase involves analyses of obtained data. This analyse might be statistical or technical, or may be combined analysis. It involves finding the root causes of a problem. For example if Ra 0.8 is not achieved then it might be due to improper nose radius of tool or incorrect feed, etc. The IMROVE phase involves rectification. In this, all the parameters are reset to another value so that required performance is achieved. In our discussed example, potential improvement could be increase nose radius and feed. The CONTROL phase emphasises on efforts made to sustain the changes which has been made to improve the process. This is important phase because the rewards of improvement are achieved only after sustained efforts.
  • 2. Study of Potential Applications of Lean Six Sigma in Job Order Production System DOI: 10.9790/1684-12270104 www.iosrjournals.org 2 | Page  Lean Manufacturing: The lean manufacturing emphasises on elimination of 7 Wasters encountered in a manufacturing process. These 7 wastes are WORMPIT; Namely, Over Processing, Motion of Employees, Inventories, Transportation, Rejection, Underutilized man power and human talent etc. It also has various tools like 5S, Kanban, Kaizen, TPM, etc. which are applicable. Six Sigma Techniques: Six Sigma concepts can be better understood and explained using mathematical term Sigma and Normal Distribution. Sigma is a Greek symbol represented by "σ". The bell shape curve shown in Fig. 1 is called "normal distribution" in statistical terms. In real life, a lot of frequency distributions follow normal distribution, as in the case of delivery times in Pizza Business. Natural variations cause such a distribution or deviation. One of the characteristics of this distribution is that 68% of area (i.e. the data points) falls within the area of -1σ and +1σ on either side of the mean. Similarly, 2σ on either side will cover approximately 95.5% area. 3σ on either side from mean covers almost 99.7% area. A more peaked curve (e.g. more and more deliveries were made on target) indicates lower variation or more mature and capable process. Whereas a flatter bell curve indicates higher variation or less mature or capable process. To summarize, the Sigma performance levels – 0ne to Six Sigma are arrived at in the following way[2] Figure 1 Figure 2 Various charts are used in Six sigma for example; 1- X-Bar R chart.(Variables) 2- U Bar, P, nP, C chart.(Attributes) 3- Gage R&R. etc. Procedure: As discussed earlier regarding various phases in Six Sigma, the first deployment phase is „define‟ phase. Define phase involves defining the CTQ‟s and VOC and VOBs. CTQ is Critical to quality, it describes parameters which are critical to quality of product, VOC is voice of customer, that is what does the customer demand, it may either be quality, delivery on time, economic machining, etc. VOB is voice of business, which includes all parameters which can cause an impact on business, for example, company policies, HR policies,
  • 3. Study of Potential Applications of Lean Six Sigma in Job Order Production System DOI: 10.9790/1684-12270104 www.iosrjournals.org 3 | Page Wages and Incentives etc. One has to define the function Y=f(x), Where Y is dependent variable and x is independent variable. For example, Surface finish is a function „Y‟, and feed and spindle speed is independent variable „x‟, that is feed is dependent only on feed and speed. Tools in Define phase;  Project Charter  Process Flowchart  SIPOC Diagram  Stakeholder Analysis  DMAIC Work Breakdown Structure  CTQ Definitions  Voice of the Customer Gathering[4] We shall define a problem statement, forpotential processes and problems which need to be addressed at LAXMI ENGINEERING WORKS, which performs machining of key turbine elements. List of problem(Problem Statement) which need to be addressed are as under: 1- Thermal expansion of the work piece during machining, leading to faulty measurements during inspection. 2- Effect of selection of feeds and depth of cuts for close tolerances, on machining time and economy. 3- Variation in measurements, due to „human bias error‟. 4- Reducing tool breakage and increasing tool life. 5- Reducing down time of machine to increase productivity of unit. Measure Phase: In this phase we measure key parameters for define problem. For list of problems listed before, possible measurable quantities could be as under 1- Measuring temperature and thermal expansion co-efficient of material. 2- Obtain data for various feed and depths of cut performed on machine and tolerances obtained, 3- Measure values as measured by all the quality inspectors. 4- Measure tool strength and hardness at prescribed temperature, and frequency of tool breakage, due to various reasons like thermal cracking, mechanical impact, crater crack, etc. Use to temperature measuring instruments to keep check on tool temperature. 5- Measure which time for which a machine remains idle during single shift of working. Tools in measure phase;  Process Flowchart  Data Collection Plan/Example  Benchmarking  Measurement System Analysis/Gage R&R  Voice of the Customer Gathering  Process Sigma Calculation[4] Analyse Phase: In this phase the key parameters are analyzed using past experience and statistical control charts. This is an important phase, because it holds key to improvements of process or system. This phase has to be performed meticulously or else all efforts put in previous phase would go futile. Moreover, since this phase is solely data driven it is very important that the data is collected from an authentic source which is devoid of any bias. The outputs of analyze leads to inputs of IMPROVE Phase. The cause and effect diagram is a useful tool; it is also called as the Fish Bone diagram. Data analysis has to be precise and improper analysis may lead to wrong conclusion, hence experience is need in this phase to point out the correct from incorrect. Tools which are used in this phase are as under;  Histogram  Pareto Chart  Time Series/Run Chart  Scatter Plot  Regression Analysis  Cause and Effect/Fishbone Diagram  Whys  Process Map Review and Analysis
  • 4. Study of Potential Applications of Lean Six Sigma in Job Order Production System DOI: 10.9790/1684-12270104 www.iosrjournals.org 4 | Page  Statistical Analysis  Hypothesis Testing (Continuous and Discrete)[4]  Non-Normal Data Analysis. Improve Phase: This includes counter measures to be taken to tackle the problem. Solution is found out to given problem and implement in the process. This phase marks the fruits of six sigma implementation because as improvements are made, better results can be expected. The tools used in this phase are;  Brainstorming  Mistake Proofing  Design of Experiments  Pugh Matrix  QFD/House of Quality  Failure Modes and Effects Analysis (FMEA)  Simulation Software Control Phase: This phase ensures that all the changes which are made during the previous phase are sustain and continued until next improvement is made. To yield results it is very important that the improvements are not only but also sustained. Tools used in this phase are;  Process Sigma Calculation  Control Charts (Variable and Attribute)  Cost Savings Calculations  Control Plan[4] Limitations Of Six Sigma[3] The biggest hurdle in implementation of Six Sigma is the company itself. The management plays a central role in successful implementation of LSS. It is not an individual initiative; it demands company wide support and actions. If the management is not motivated or is indifferent towards the benefits of implementation of LSS, then no good can be done, and LSS can only remain on paper a mere theoretical concept. The management has to reward the employees who take active participation in implementation of such techniques. Thus we can say that management has to play pivotal role in successful implementation of LSS, without their motivation it is very difficult to implement LSS. III. Conclusion After detailed study, we conclude that six sigma can be applied in job order production system as well. Though it is recondite but after detailed analysis one can find many ways in which Six Sigma can be implemented in Job order production system. We intend to conduct all the five phases of six sigma and improve a process at mentioned factory, in near future. Acknowledgment We would like to express our deepest gratitude to Mr. Deepak Patel, Co-Owner of Laxmi Engineering works, Mr. Tushar Patel, shop floor manager, and Mr. Ramesh Zolapara, Chief Machinist for helping us with this study and allowing us to conduct study at their factory shop floor. References [1]. Yogesh Mishra, Monit KachawahaPROCEEDING OF NATIONAL CONFERENCE ON “ADVANCES IN REFRIGERATION & ENERGY SYSTEMS -2015” (NCARES-2015/74). [2]. Vivekananthamoorthy N and Sankar S (2011). Lean Six Sigma, Six Sigma Projects and Personal Experiences, Prof. Abdurrahman Coskun (Ed.), ISBN: 978-953-307-370-5, InTech, DOI: 10.5772/17288. Available from: http://www.intechopen.com/books/six- sigma-projects-and-personal-experiences/lean-six-sigma [3]. Nilesh Fursule,Dr. Satish V. Bansod, Swait N. Fursule, International Journal of scientific research and publications, volume 2, issue 1, January 2012 ISSN 2250-3153 [4]. http://www.isixsigma.com/new-to-six-sigma/dmaic/six-sigma-dmaic-roadmap