This document discusses how the lean manufacturing and agile manufacturing paradigms can be integrated within a total supply chain strategy. It defines lean manufacturing as developing a value stream to eliminate waste and ensure a level schedule, while defining agile manufacturing as using market knowledge and a virtual corporation to exploit profitable opportunities in a volatile market. The document argues that viewing the paradigms in isolation is too simplistic, and that elements of both are needed depending on the supply chain strategy and positioning of the decoupling point, which separates customer order-driven operations from planning-driven operations. It presents characteristics of lean and agile manufacturing and discusses how elements of each were successfully combined within one supply chain case study.
Serialized Optimization Of Supply Chain Model Using Genetic Algorithm And Geo...Jonathan Lobo
• “Serialized Optimization Of Supply Chain Model Using Genetic Algorithm And Geometric Predictions” in international journal for science and advance research in technology Volume 2,Issue 10 in October 2016
Available online at [www.ijeete.com] IMPLEMENTATION OF SUPPLY CHAIN MANAGEMEN...Ankur Bindal
This paper aims to convey how to do a conceptual work during supply chain design, planning and operation, and how to improve performance. In present work, efforts have been made to analyze techniques like logistic management, quick customer service, vendor base management, inventory management etc. The key effective to supply chain management is supply chain integration, ensuring that all parts of the supply chain work together, rather than cross purpose. The supplier selection is no more based on factor like having low cost or speed of delivery alone. Productivity and quality have become perquisite. Trustworthiness, speed flexibility and responsiveness are main issues. K
Serialized Optimization Of Supply Chain Model Using Genetic Algorithm And Geo...Jonathan Lobo
• “Serialized Optimization Of Supply Chain Model Using Genetic Algorithm And Geometric Predictions” in international journal for science and advance research in technology Volume 2,Issue 10 in October 2016
Available online at [www.ijeete.com] IMPLEMENTATION OF SUPPLY CHAIN MANAGEMEN...Ankur Bindal
This paper aims to convey how to do a conceptual work during supply chain design, planning and operation, and how to improve performance. In present work, efforts have been made to analyze techniques like logistic management, quick customer service, vendor base management, inventory management etc. The key effective to supply chain management is supply chain integration, ensuring that all parts of the supply chain work together, rather than cross purpose. The supplier selection is no more based on factor like having low cost or speed of delivery alone. Productivity and quality have become perquisite. Trustworthiness, speed flexibility and responsiveness are main issues. K
study about the supply chain, flexibility and bullwhip effect on scm in small...sushil Choudhary
The purpose of this work is to study, bullwhip effect on supply chain management and discuss the
develop a conceptual model on the potential barriers in the implementation of supply chain flexibility in small-scale
industries. The model suggests that supply chain flexibility can be researched using a three-tier approach:
identification of risks, identification of potential barriers emerging from these risks, identification of bridges to these
barriers. The proposed is based on the view of problems of small-scale industries as well as the limited research on
supply chain flexibility. The studies indicated that the three main barriers to flexibility in supply chains are
improper integration between systems, Supply Chain Function cost and quickening pace of product innovation.
Some ways to overcome these barriers and act as bridges are also summarized. The field of study of supply chain
flexibility presents numerous options for fresh research work.
Inventory Models Involving Lead Time Crashing Cost as an Exponential Functionijmvsc
Inventory management and control is concerned with the acquisition and storage of materials required for
supporting various business operations. Lead time reduction is another important production activity in an
integrated inventory control. Lead time plays a vital role and has been a topic of interest for many authors
in inventory organization.
Lead time is a necessary aspect in any supply chain management and inventory management system. The
time gap between placing of an order and its actual arrival in the inventory is known as lead time. In most
of the literature dealing with inventory problems, either in deterministic or probabilistic model, lead time is
viewed as a prescribed constant or a stochastic variable, which therefore, is not subject to control. But, in
numerous sensible circumstances, lead time can he reduced by an additional crashing cost; in other words,
it is controllable, so in this article, we have considered the lead time crashing cost is an exponential
function of lead time. A solution procedure is developed to find the optimal solution.
In this article, both lead time and the order quantity are considered as the decision variables. The
behaviour of the model is presented graphically. The result is illustrated with the help of a numerical
example. Finally, Graphical representation is presented to illustrate the model. The solution procedure
with the help of the software Matlab 2008 is furnished to determine the optimal solution.
We have a specialized team of experts who can provide supply chain management assignment help in a desired way. EssayCorp knows that students look for quality services at an economical price, therefore we provide the best service within deadline at an affordable price. We always ensure that whenever students approach us they get satisfied every time.
Supply Chain Management is a practice adopted by companies to get the right product at the right time to the customers, reduce cycle times, keep the inventory as low as possible and still offer superior customer service. Some of the goals of SCM are cut costs, increase profits,improve performance in relationships with suppliers and customers, develop value added services that gives company a competitive edge.
http://essaysreasy.com .That's a sample paper - essay / paper on the topic "Supply chain management exam" created by our writers!
Disclaimer: The paper above have been completed for actual clients. We have acclaimed personal permission from the customers to post it.
study about the supply chain, flexibility and bullwhip effect on scm in small...sushil Choudhary
The purpose of this work is to study, bullwhip effect on supply chain management and discuss the
develop a conceptual model on the potential barriers in the implementation of supply chain flexibility in small-scale
industries. The model suggests that supply chain flexibility can be researched using a three-tier approach:
identification of risks, identification of potential barriers emerging from these risks, identification of bridges to these
barriers. The proposed is based on the view of problems of small-scale industries as well as the limited research on
supply chain flexibility. The studies indicated that the three main barriers to flexibility in supply chains are
improper integration between systems, Supply Chain Function cost and quickening pace of product innovation.
Some ways to overcome these barriers and act as bridges are also summarized. The field of study of supply chain
flexibility presents numerous options for fresh research work.
Inventory Models Involving Lead Time Crashing Cost as an Exponential Functionijmvsc
Inventory management and control is concerned with the acquisition and storage of materials required for
supporting various business operations. Lead time reduction is another important production activity in an
integrated inventory control. Lead time plays a vital role and has been a topic of interest for many authors
in inventory organization.
Lead time is a necessary aspect in any supply chain management and inventory management system. The
time gap between placing of an order and its actual arrival in the inventory is known as lead time. In most
of the literature dealing with inventory problems, either in deterministic or probabilistic model, lead time is
viewed as a prescribed constant or a stochastic variable, which therefore, is not subject to control. But, in
numerous sensible circumstances, lead time can he reduced by an additional crashing cost; in other words,
it is controllable, so in this article, we have considered the lead time crashing cost is an exponential
function of lead time. A solution procedure is developed to find the optimal solution.
In this article, both lead time and the order quantity are considered as the decision variables. The
behaviour of the model is presented graphically. The result is illustrated with the help of a numerical
example. Finally, Graphical representation is presented to illustrate the model. The solution procedure
with the help of the software Matlab 2008 is furnished to determine the optimal solution.
We have a specialized team of experts who can provide supply chain management assignment help in a desired way. EssayCorp knows that students look for quality services at an economical price, therefore we provide the best service within deadline at an affordable price. We always ensure that whenever students approach us they get satisfied every time.
Supply Chain Management is a practice adopted by companies to get the right product at the right time to the customers, reduce cycle times, keep the inventory as low as possible and still offer superior customer service. Some of the goals of SCM are cut costs, increase profits,improve performance in relationships with suppliers and customers, develop value added services that gives company a competitive edge.
http://essaysreasy.com .That's a sample paper - essay / paper on the topic "Supply chain management exam" created by our writers!
Disclaimer: The paper above have been completed for actual clients. We have acclaimed personal permission from the customers to post it.
STRATEGIES OF DELAY DELIVERY AND CONTROLLABLE LEAD TIME IN SUPPLY CHAIN CONSI...IAEME Publication
This paper describes about two strategies in consignment inventory based supply
chain with controllable lead time and delaying last delivery comprising a two level
supply chain involving single vendor and multi buyers. This model would give
minimum joint total expected cost of the strategies involving vendor and buyer,
simultaneously to optimize quantitative decision variables. Numerical examples are
presented to demonstrate the benefit of the proposed strategies and the effect of
changes on the cost and parameters are studied.
The role of manufacturing operations is the process of beginning a production process to a task of final assem-bly, with increased reliance on a significant number of supply chain participants who have differing objectives, perspectives and processes. However, an effective partnering between companies and their suppliers remains a key to lean supply chain management excel-lence. A lean supply chain offers competitive advantage to the suppliers, therefore the need for the Nigerian mar-ket to embrace the idea of lean based supply chain system. This paper examines the prospects of transforming from the traditional supply chain system to a lean supply chain system in Nigeria. But it is noted that the process could be tasking. It was observed that to succeed in lean supply chain management, organizations must be willing to share risks and rewards, and to build the underlying infrastructure to apply these tools. In this paper it was resounded that the rewards could be in-flaming as various benefits such as a stronger costumer, supplier relationship, increased competitive advantage with velocity of supply etc, applies. It is concluded that, to the Nigerian economy it will be increased cash flow from the costumers and increased market forces.
Reading Assignment Report-IIPlease thoroughly go through the R.docxcatheryncouper
Reading Assignment Report-II
Please thoroughly go through the Reading Assignment posted under Chapter 8 on Moodle (Vanteddu et al., 2006, Research Publication) at least twice.
Please make a summary of the research article in your own words that is at least two pages in length, clearly identifying the purpose, research contribution and conclusions of the research. Provide appropriate citations of the works referred to in your summary. Your summary must be typed. Please use appropriate font and 1.5 line spacing.
The material posted on our course website;
Understanding the concepts;
Want to have a one-to-one demonstration of solving a given problem;
Questions about your grade and where you stand at a given point of time in the semester etc.
Supply chain focus dependent safety stock placement
Gangaraju Vanteddu Æ Ratna Babu Chinnam Æ
Kai Yang Æ Oleg Gushikin
Published online: 18 April 2008
� Springer Science+Business Media, LLC 2008
Abstract Increasing globalization, growing product range diversity, and rising
consumer awareness are making markets highly competitive, forcing supply chains
to adapt constantly to different stimuli. Growing competition between supply chains
(as well as players within them) is also warranting a priority for overall supply chain
performance over the goals of individual players. It is now well established in the
literature that, among the many order winners, both overall supply chain cost and
responsiveness (i.e., supply chain lead time) are the most significant determinants of
supply chain competitiveness. The literature, however, mostly focuses on supply
chain cost minimization with rather simplistic treatment of responsiveness. By
introducing the concept of a coefficient of inverse responsiveness (CIR), we facil-
itate efficient introduction of responsiveness related costs into the scheme of supply
chain (SC) performance evaluation and/or optimization. Thus, our model aids
supply chain managers in achieving better strategic fit between individual business
unit strategies and overall supply chain requirements in terms of cost efficiency and
responsiveness. In particular, it aids in strategic placement of safety stocks at dif-
ferent stages in the supply chain. Our model also offers managerial insights that help
improve our intuitions into supply chain dynamics. The model is more suited for
G. Vanteddu � R. B. Chinnam (&) � K. Yang
Department of Industrial & Manufacturing Engineering, Wayne State University,
4815 Fourth Street, Detroit, MI 48202, USA
e-mail: [email protected]
G. Vanteddu
e-mail: [email protected]
K. Yang
e-mail: [email protected]
O. Gushikin
Ford Research and Advanced Engineering, 2101 Village Road, Dearborn, MI 48121, USA
e-mail: [email protected]
123
Int J Flex Manuf Syst (2007) 19:463–485
DOI 10.1007/s10696-008-9050-z
strategic SC alignment, for example, when dealing with product changeovers or
introduction of new product, rather than for operational control ...
IJRET : International Journal of Research in Engineering and Technology is an international peer reviewed, online journal published by eSAT Publishing House for the enhancement of research in various disciplines of Engineering and Technology. The aim and scope of the journal is to provide an academic medium and an important reference for the advancement and dissemination of research results that support high-level learning, teaching and research in the fields of Engineering and Technology. We bring together Scientists, Academician, Field Engineers, Scholars and Students of related fields of Engineering and Technology
AN OPTIMIZING INTEGRATED INVENTORY MODEL WITH INVESTMENT FOR QUALITY IMPROVEM...IJITCA Journal
This paper presents a vendor-buyer integrated inventory model. This paper considers the problem of a vendor and buyer integrated production inventory model for the vendor and the buyer optimization model under quality improvement investment and setup cost reduction in the production system such that the total profit is maximized. The relationship between demand and price is considered as a linear. Entirety profit is the supply chain presentation calculate and it is calculated as the dissimilarity among revenue from sales and total cost, where the last is the sum of the vendor’s and buyer’s setup/order and inventory holding costs, opportunity in setup cost and opportunity investment cost. This manuscript efforts to conclude the optimal production run time and capital investments in setup cost reduction and process quality improvement for production system such that the total profit is maximized. The main focus for this paper is the setup cost reduction and investment for quality improvement. The proposed model is based on the integrated total profit for both buyer and vendor which find out the optimal value of order quantity, opportunity investment cost for quality improvement and setup cost reduction. The solution procedure is developed in order to find the total profit of the vendor and the buyer which is to be maximized. To conclude, a numerical example is given to demonstrate the solution procedure.
AN OPTIMIZING INTEGRATED INVENTORY MODEL WITH INVESTMENT FOR QUALITY IMPROVEM...IJITCA Journal
This paper presents a vendor-buyer integrated inventory model. This paper considers the problem of a vendor and buyer integrated production inventory model for the vendor and the buyer optimization model
under quality improvement investment and setup cost reduction in the production system such that the total
profit is maximized. The relationship between demand and price is considered as a linear. Entirety profit is
the supply chain presentation calculate and it is calculated as the dissimilarity among revenue from sales
and total cost, where the last is the sum of the vendor’s and buyer’s setup/order and inventory holding
costs, opportunity in setup cost and opportunity investment cost. This manuscript efforts to conclude the
optimal production run time and capital investments in setup cost reduction and process quality
improvement for production system such that the total profit is maximized. The main focus for this paper is
the setup cost reduction and investment for quality improvement. The proposed model is based on the
integrated total profit for both buyer and vendor which find out the optimal value of order quantity,
opportunity investment cost for quality improvement and setup cost reduction. The solution procedure is
developed in order to find the total profit of the vendor and the buyer which is to be maximized. To conclude, a numerical example is given to demonstrate the solution procedure.
The International Journal of Engineering & Science is aimed at providing a platform for researchers, engineers, scientists, or educators to publish their original research results, to exchange new ideas, to disseminate information in innovative designs, engineering experiences and technological skills. It is also the Journal's objective to promote engineering and technology education. All papers submitted to the Journal will be blind peer-reviewed. Only original articles will be published.
Overview of the fundamental roles in Hydropower generation and the components involved in wider Electrical Engineering.
This paper presents the design and construction of hydroelectric dams from the hydrologist’s survey of the valley before construction, all aspects and involved disciplines, fluid dynamics, structural engineering, generation and mains frequency regulation to the very transmission of power through the network in the United Kingdom.
Author: Robbie Edward Sayers
Collaborators and co editors: Charlie Sims and Connor Healey.
(C) 2024 Robbie E. Sayers
Forklift Classes Overview by Intella PartsIntella Parts
Discover the different forklift classes and their specific applications. Learn how to choose the right forklift for your needs to ensure safety, efficiency, and compliance in your operations.
For more technical information, visit our website https://intellaparts.com
Welcome to WIPAC Monthly the magazine brought to you by the LinkedIn Group Water Industry Process Automation & Control.
In this month's edition, along with this month's industry news to celebrate the 13 years since the group was created we have articles including
A case study of the used of Advanced Process Control at the Wastewater Treatment works at Lleida in Spain
A look back on an article on smart wastewater networks in order to see how the industry has measured up in the interim around the adoption of Digital Transformation in the Water Industry.
NUMERICAL SIMULATIONS OF HEAT AND MASS TRANSFER IN CONDENSING HEAT EXCHANGERS...ssuser7dcef0
Power plants release a large amount of water vapor into the
atmosphere through the stack. The flue gas can be a potential
source for obtaining much needed cooling water for a power
plant. If a power plant could recover and reuse a portion of this
moisture, it could reduce its total cooling water intake
requirement. One of the most practical way to recover water
from flue gas is to use a condensing heat exchanger. The power
plant could also recover latent heat due to condensation as well
as sensible heat due to lowering the flue gas exit temperature.
Additionally, harmful acids released from the stack can be
reduced in a condensing heat exchanger by acid condensation. reduced in a condensing heat exchanger by acid condensation.
Condensation of vapors in flue gas is a complicated
phenomenon since heat and mass transfer of water vapor and
various acids simultaneously occur in the presence of noncondensable
gases such as nitrogen and oxygen. Design of a
condenser depends on the knowledge and understanding of the
heat and mass transfer processes. A computer program for
numerical simulations of water (H2O) and sulfuric acid (H2SO4)
condensation in a flue gas condensing heat exchanger was
developed using MATLAB. Governing equations based on
mass and energy balances for the system were derived to
predict variables such as flue gas exit temperature, cooling
water outlet temperature, mole fraction and condensation rates
of water and sulfuric acid vapors. The equations were solved
using an iterative solution technique with calculations of heat
and mass transfer coefficients and physical properties.
Cosmetic shop management system project report.pdfKamal Acharya
Buying new cosmetic products is difficult. It can even be scary for those who have sensitive skin and are prone to skin trouble. The information needed to alleviate this problem is on the back of each product, but it's thought to interpret those ingredient lists unless you have a background in chemistry.
Instead of buying and hoping for the best, we can use data science to help us predict which products may be good fits for us. It includes various function programs to do the above mentioned tasks.
Data file handling has been effectively used in the program.
The automated cosmetic shop management system should deal with the automation of general workflow and administration process of the shop. The main processes of the system focus on customer's request where the system is able to search the most appropriate products and deliver it to the customers. It should help the employees to quickly identify the list of cosmetic product that have reached the minimum quantity and also keep a track of expired date for each cosmetic product. It should help the employees to find the rack number in which the product is placed.It is also Faster and more efficient way.
Immunizing Image Classifiers Against Localized Adversary Attacksgerogepatton
This paper addresses the vulnerability of deep learning models, particularly convolutional neural networks
(CNN)s, to adversarial attacks and presents a proactive training technique designed to counter them. We
introduce a novel volumization algorithm, which transforms 2D images into 3D volumetric representations.
When combined with 3D convolution and deep curriculum learning optimization (CLO), itsignificantly improves
the immunity of models against localized universal attacks by up to 40%. We evaluate our proposed approach
using contemporary CNN architectures and the modified Canadian Institute for Advanced Research (CIFAR-10
and CIFAR-100) and ImageNet Large Scale Visual Recognition Challenge (ILSVRC12) datasets, showcasing
accuracy improvements over previous techniques. The results indicate that the combination of the volumetric
input and curriculum learning holds significant promise for mitigating adversarial attacks without necessitating
adversary training.
Hierarchical Digital Twin of a Naval Power SystemKerry Sado
A hierarchical digital twin of a Naval DC power system has been developed and experimentally verified. Similar to other state-of-the-art digital twins, this technology creates a digital replica of the physical system executed in real-time or faster, which can modify hardware controls. However, its advantage stems from distributing computational efforts by utilizing a hierarchical structure composed of lower-level digital twin blocks and a higher-level system digital twin. Each digital twin block is associated with a physical subsystem of the hardware and communicates with a singular system digital twin, which creates a system-level response. By extracting information from each level of the hierarchy, power system controls of the hardware were reconfigured autonomously. This hierarchical digital twin development offers several advantages over other digital twins, particularly in the field of naval power systems. The hierarchical structure allows for greater computational efficiency and scalability while the ability to autonomously reconfigure hardware controls offers increased flexibility and responsiveness. The hierarchical decomposition and models utilized were well aligned with the physical twin, as indicated by the maximum deviations between the developed digital twin hierarchy and the hardware.
Saudi Arabia stands as a titan in the global energy landscape, renowned for its abundant oil and gas resources. It's the largest exporter of petroleum and holds some of the world's most significant reserves. Let's delve into the top 10 oil and gas projects shaping Saudi Arabia's energy future in 2024.
Student information management system project report ii.pdfKamal Acharya
Our project explains about the student management. This project mainly explains the various actions related to student details. This project shows some ease in adding, editing and deleting the student details. It also provides a less time consuming process for viewing, adding, editing and deleting the marks of the students.
Fundamentals of Electric Drives and its applications.pptx
Artigo 1
1. Int. J. Production Economics 62 (1999) 107}118
Leagility: Integrating the lean and agile manufacturing paradigms
in the total supply chain
J. Ben Naylor *, Mohamed M Naim , Danny Berry
Logistics Systems Dynamics Group, Department of Maritime Studies and International Transport, University of Wales Cardiw, PO Box 907,
Cardiw CF1 3YP, UK
Formerly Logistics Systems Dynamics Group, now Hewlett Packard, Filton Road, Stoke Giword, Bristol, BS12 6QZ, UK
Abstract
As the lean thinking and agile manufacturing paradigms have been developed there has been a tendency to view them
in a progression and in isolation. This article shows that this is too simplistic a view. The use of either paradigm has to be
combined with a total supply chain strategy particularly considering market knowledge and positioning of the
decoupling point as agile manufacturing is best suited to satisfying a #uctuating demand and lean manufacturing requires
a level schedule. This view is supported by consideration of a PC supply chain case study. 1999 Elsevier Science B.V.
All rights reserved.
Keywords: Agile manufacturing; Lean thinking; Supply chain management; Customer satisfaction; Time compression
1. Introduction
Two current popular paradigms are lean think-
ing and agile manufacturing. As new paradigms are
developed and promoted there is a tendency to
view them in a progression and in isolation. Thus
there is a view that rst there was a need to adopt
the lean manufacturing paradigm and now manu-
facturers should strive to become agile [1,2]. This
article proposes that this is too simplistic a view
and that the lean and agile paradigms, though
distinctly di!erent, can be and have been combined
*Corresponding author. Tel.: #44 (0) 1222 874000 ext. 6818;
fax: #44 (0) 1222 874301; e-mail: NaylorJB2@cardi!.ac.uk.
within successfully designed and operated total
supply chains. It will show how the need for agility
and leanness depend upon the total supply chain
strategy, particularly by considering market know-
ledge and positioning of the decoupling point. It
will be shown that the agile manufacturing para-
digm is best suited to satisfying a #uctuating de-
mand (in terms of volume and variety) and lean
manufacturing requires, and promotes, a level
schedule. These key di!erences between the two
paradigms relate them to the positioning of the
decoupling point.
The need to combine the two paradigms in many
real supply chains will be shown by discussing the
di!erences between the two paradigms and when
and where they should be adopted within the
supply chain. A case study will be presented to
0925-5273/99/$- see front matter 1999 Elsevier Science B.V. All rights reserved.
PII: S 0 9 2 5 - 5 2 7 3 ( 9 8 ) 0 0 2 2 3 - 0
2. demonstrate how agility and leanness have been
combined successfully within one supply chain to
meet customer requirements.
2. The paradigm de5nitions
Firstly, it is important to make some key deni-
tions so as to ensure there is no ambiguity in further
discussions. The following two denitions relate the
agile and lean manufacturing paradigms to supply
chain strategies. They have been developed by the
authors so as to emphasise the distinguishing fea-
tures of leanness and agility.
Agility means using market knowledge and a vir-
tual corporation to exploit protable opportuni-
ties in a volatile market place.
Leanness means developing a value stream to
eliminate all waste, including time, and to ensure
a level schedule.
These are both closely related to the total supply
chain strategy and the positioning of the decoup-
ling point. A supply chain is:
. . . a system whose constituent parts include ma-
terial suppliers, production facilities, distribution
services and customers linked together via a feed-
forward #ow of materials and feedback #ow of
information [3].
This should be expanded to include the #ow of
resources and cash through the supply chain [4].
The decoupling point separates the:
. . . part of the organisation [supply chain]
oriented towards customer orders from the part
of the organisation [supply chain] based on
planning [5].
The decoupling point is also the point at which
strategic stock is often held as a bu!er between
#uctuating customer orders and/or product variety
and smooth production output. This fact is critical
when considering when to adopt agile or lean
manufacturing techniques. Associated with the
positioning of the decoupling point is the cognate
issue of postponement. The aim of postponement
is to increase the e$ciency of the supply chain
by moving product di!erentiation (at the decoup-
ling point) closer to the end user. Postponing the
decoupling point reduces the risk of being out of
stock for long periods at the retailer and of holding
too much stock of products that are not required.
The well-known Benetton example demonstrates
the use of postponement in the fashion trade [6].
Benetton delayed the dyeing of their jumpers,
which is the point at which the jumpers are di!eren-
tiated, until the end of the process. Postponement
is also essential where products have, or are likely
to have, a short life cycle as in the Benetton
example or for PC manufacturers. In the Benetton
case the uncertainty in demand predictions be-
comes critical and this uncertainty can be related
directly to the prediction period as presented in
Table 1 [7] which is forecast accuracy from
a group of experts.
When businesses in a supply chain focus upon
the end-user there are many metrics that can be
considered. However, they may be aggregated as
Service, Quality, Cost and Lead-time as presented
in Fig. 1 [8]. This presents the total value of
a product to the end-user.
Within a specic market sector the need for
higher levels of service and quality or lower costs
and shorter lead times will arise and the metrics
will be gauged in di!erent ways. This year's order
winner will become next year's market qualier
[9]. One year a business might win more orders
by providing improved service, the following
year they will have to continue to provide this
level of service to qualify for the market. These
can be related to the agile and lean manufactur-
ing paradigms to highlight some of their key
features.
Table 1
Forecast accuracy from a group of experts in the electronics
product industry [7]
Future prediction Forecast accuracy
1 month $5%
2 months $20%
3 months $50%
Beyond Toss a coin
108 J.B. Naylor et al./Int. J. Production Economics 62 (1999) 107}118
3. Fig. 1. Total value metric [8].
3. Which paradigm?
Table 2 presents some of the key characteristics
of the agile and lean manufacturing paradigms
as supply chain strategies. Table 2 is based upon
literature regarding lean manufacturing, agile
manufacturing and supply chain management and
on industrial case studies. Highlighted are the pre-
requisite characteristics of the lean and agile para-
digms. These can be regarded as essential, desirable
and arbitrary for a given paradigm to be success-
fully implemented. The table can be broken down
into the characteristics that are of the same, similar
and di!erent importance.
3.1. Characteristics of equal importance
3.1.1. Use of market knowledge
All businesses in any supply chain must focus on
the end-user and both paradigms emphasise this
point [10,11]. The nature of the end-user or market
sector as a whole will have a direct impact upon
which paradigm will be the most apt for any supply
chain or part of a supply chain. This will become
clear later in this article. If market knowledge is not
Table 2
Rating the importance of di!erent characteristics of leanness
and agility
Keyword Lean Agile
Use of market knowledge * * * * * *
Virtual corporation/Value stream/
Integrated supply chain
* * * * * *
Lead time compression * * * * * *
Eliminate muda * * * * *
Rapid reconguration * * * * *
Robustness * * * *
Smooth demand/Level scheduling * * * *
Note: * * *essential. * *desirable. *arbitrary.
exploited and the supply chain is to be made more
responsive then the members of the supply chain
run the risk of, for example, producing too wide
a variety of products at short notice when there is
insu$cient demand to justify the extra cost [12].
3.1.2. Integrated supply chain/value stream/virtual
corporation
All of these terms essentially mean the same thing
[10,13]. Businesses must work together to form an
J.B. Naylor et al./Int. J. Production Economics 62 (1999) 107}118 109
4. Fig. 2. Supply chain integration [3].
integrated supply chain focusing on meeting the
demands of the end-user or nal customer of the
supply chain no matter what paradigm is adopted
[14]. Although the terminology di!ers the essence
is the same. The goal of an integrated supply chain
is to remove all boundaries to ease the #ow of
material, cash, resources and information. Fig. 2
presents the progressive steps involved in moving
from a supply chain constructed from functional
silos to one that is fully integrated [3]. With the
integrated supply chain both the information and
material #ows will be simplied, streamlined and
optimised reducing waste and lead times. The
structure of the supply chain will vary as shall be
discussed in Section 4.
3.1.3. Lead time compression
In recent times lead time compression has be-
come a major order winner [15]. Leanness calls for
the elimination of all waste or in lean terminology
`mudaa [11]. This means the elimination of any-
thing that is not adding value to a process or
service. By denition this includes waste time.
Therefore, time compression is essential for lean
manufacturing. Likewise agile manufacturing re-
quires a responsive supply chain [10]. This also
calls for lead time compression in terms of informa-
tion #ow as well as material #ow [16].
The three characteristics listed above are the
foundations for both agile and lean manufacturing,
without which it will not be possible to develop
either paradigm any further.
3.2. Characteristics of similar importance
3.2.1. Eliminate muda
Lean manufacturing is called lean as it uses less,
or the minimum, of everything required to produce
a product or perform a service [17]. Leanness
achieves this by eliminating all non-value adding
processes [11]. In a `purea lean supply chain there
110 J.B. Naylor et al./Int. J. Production Economics 62 (1999) 107}118
5. would be no slack and zero inventory. It would be
very impressive if zero inventory throughout a total
supply chain was achieved. A more realistic view
would be to aim at a minimum reasonable inven-
tory (MRI) where any further attempts to decrease
stocks would not be worthwhile [18]. The appro-
priate MRI level may be found by using market
knowledge. Quite clearly the agile manufacturer
would also aim to eliminate as many non-value
adding activities as possible. However, in an agile
system there will have to be a careful consideration
of stock and/or capacity requirements to ensure the
supply chain is robust to changes in the end users'
requirements. Thus the MRI may be set at a higher
level than for a lean supply chain and additional
activities might also be required to provide the
ability to be #exible. In other words the denition
of what is a value adding process will be expanded
to include processes that are fundamentally non-
value adding but necessary [19]. The use of an
integrated supply chain is essential if elimination of
waste is to be achieved [14]. The elimination of all
non-value adding processes will inevitably reduce
the cost of the product. This indicates that cost
(referring to Fig. 1) is the way in which a supply
chain employing lean manufacturing di!erentiates
its product from one employing agility.
3.2.2. Rapid reconxguration
Agile manufacturing means that the production
process must be able to respond quickly to changes
in information from the market [20]. This requires
lead time compression in terms of #ow of informa-
tion and material, as indicated in Section 3.1, and
the ability, at short notice, to change to a wide
variety of products [10]. Therefore, the ability to
`rapidly recongurea the production process is es-
sential. In lean manufacturing the ability to change
products quickly is also key as any time wasted in
changing over to a new product is muda and there-
fore should be eliminated. However there must be
a certain amount of leeway with respect to the
production schedule and the forewarning of prod-
uct changes in order to eliminate muda [21]. Thus
whilst it is highly desirable to have rapid recon-
guration it is not as essential as with agile manu-
facturing. The ability to recongure quickly would
have an impact upon the ability to be #exible to
meet changes in the market, which, referring to
Fig. 1 again, is a component of service. These leads
to the conclusion that agility focuses on service
levels for product di!erentiation.
To summarise these two characteristics agile
manufacturing calls for a high level of rapid recon-
guration and will eliminate as much waste as
possible but does not emphasise the elimination of
all waste as a prerequisite. Lean manufacturing
states that all non-value adding activities, or muda,
must be eliminated. The supply chain will be as
#exible as possible but #exibility is not a prerequi-
site to be lean. Table 3 presents how this relates to
the value metric presented in Fig. 1.
From Table 3 it can be seen that the best situ-
ation would be a supply chain that could use both
of these paradigms. The nal set of characteristics
further di!erentiates the two paradigms and they
will show how agility and leanness cannot be em-
ployed at the same point in any supply chain.
However, by considering these last two character-
istics in combination with the decoupling point and
the notion of postponement the two paradigms can
be combined within a supply chain as shown in the
next section.
3.3. Characteristics of diwerent importance
3.3.1. Robustness
An agile manufacturer must be able to withstand
variations and disturbances and indeed must be in
a position to take advantage of these #uctuations to
maximise their prots. If a manufacturer needs to
be as responsive as a truly agile manufacturer must
be then it is inevitable that the demand for the
Table 3
Rating the importance of the di!erent metrics for leanness and
agility
Metric Agile Lean
Lead time * * * * * *
Service * * * * *
Costs * * * * *
Quality * * * * * *
Note: * * *key metric. * *secondary metric. *ar-
bitrary metric.
J.B. Naylor et al./Int. J. Production Economics 62 (1999) 107}118 111
6. product will not be stable. This is in direct contradic-
tion with the next characteristic of a supply chain.
3.3.2. Smooth demand/level scheduling
Lean manufacturing avoids the requirement for
robustness by calling for the demand to be stable
through the use of market knowledge and informa-
tion, and forward planning [21]. Lean manufactur-
ing by its very nature tends to reduce demand
variation by simplifying, optimising and streamlin-
ing the supply chain [4]. However, if the end-user
demand is beyond the control of the supply chain it
will not be possible to implement lean manufactur-
ing at the interface with the end-user [21]. Sudden
variations in demand would lead to waste either in
not producing near capacity or needing to keep
larger bu!er stocks as has recently occurred at
Boeing [22]. Boeing pursued a lean manufacturing
strategy without taking into account the variability
of demand in the aerospace industry. Boeing has
been able to cope with a doubling of production
but this still falls far short of the market demand.
Boeing's sole competitor, Airbus Industrie, has
been able to exploit this and ramped up successfully
to take a larger share of the market.
The paradigm that is pursued at any point in the
supply chain will depend upon the requirements of
the customer. Here the customer is taken to be the
next direct receiver of the material in the supply
chain as opposed to the ultimate end-user. The
di!erent application of agility and leanness with
reference to these last two characteristics is sum-
marised in Fig. 3.
The darker areas on Fig. 3 tend towards leanness
and the lighter areas to agility. The dominant factor
is whether there is a demand for variability in the
production rate. If there are a wide variety of prod-
ucts an agile supply chain will be able to switch
between the products easily. If there is a wide range
of products then the demand will tend to become
more variable at a disaggregate level.
4. The supply chain structure and the decoupling
point
This section discusses the relationship between
the supply chain structure and when and where to
Fig. 3. Applications of leanness and agility.
adopt lean or agile manufacturing. Firstly, some
simplied structures will be presented with the
decoupling point in di!erent positions along the
supply chain. This will then be linked to the ex-
planation of the two paradigms given in the pre-
vious section.
Fig. 4 presents the family of simplied supply
chain structures with the decoupling point marked
as a stock holding point [5,23]. The manufac-
turers/assemblers represent one or more members
or businesses in the supply chain. There would be
another stock point downstream, in terms of mater-
ial #ow, from the raw material supplier where the
process changes from batch process to single piece
#ow. As this transition occurs inventory must be
held to ensure the supplier does not go out of stock.
As outlined in the Section 1 the decoupling point
separates the part of the supply chain that responds
directly to the customer from the part of the supply
chain that uses forward planning and a strategic
stock to bu!er against the variability in the demand
of the supply chain. The positioning of the decoup-
ling point therefore depends upon the longest lead
time an end-user is prepared to tolerate and the
point at which variability in product demand dom-
inates [5,24]. Downstream from the decoupling
point all products are pulled by the end-user, that
is, they are market driven.
Upstream from the decoupling point the supply
chain is initially forecast driven. However, with the
112 J.B. Naylor et al./Int. J. Production Economics 62 (1999) 107}118
7. Fig. 4. Supply chain strategies [5].
advent of Kanban driven supply this has become
more than simply a push system. For example in
one electronics rm the forecast is calculated yearly
at the strategic level, monthly at the production
level but the nal production schedule is calculated
weekly based upon the Kanban. In other words the
process is push plan and pull execution [25]. This
could only take place if the demand is stable and
predictable, for instance upstream, in terms of ma-
terial #ow, from the decoupling point.
By varying the position of the decoupling point
Fig. 4 highlights ve distinguishing classes of sup-
ply chains:
E The rst supply chain, Buy-to-Order, would be
suitable if all the products are unique and do not
necessarily contain the same raw materials,
where the end-user is prepared to accept long
lead times and the demand for products is highly
variable. If the supply chain held any stock it
would run the risk of them becoming obsolete. If
a particular product did not succeed in the mar-
ket place then this supply chain would not have
any exposure to the costs of overstocking. How-
ever the supply chain would not be able to take
advantage of new markets as quickly as the next
supply chain classication.
E The second supply chain, Make-to-Order, is able
to change to di!erent products as long as they
are made from the same raw materials. It will
also cope with varied locations, volumes and
product mixes. The lead time will be reduced but
the end-users might still have to accept a con-
siderable wait to get the product they desire. The
demand for the product can be variable and with
a high level of customisation both in terms of
numbers of di!erent combinations and the
amount of the basic model that will need to be
customised. This supply chain is only exposed to
the risk of holding raw materials and compo-
nents as stock.
E In the third supply chain structure the decoup-
ling point moves to within the manufacturers
and assemblers in the supply chain. With an
Assemble-to-Order supply chain customisation
is postponed until as late as possible. With this
strategy the supply chain will be able to respond
to a varied product mix from within a range of
products, whether customised or not. The lead
time will be reduced considerably and will de-
pend upon where in the supply chain the nal
assembly takes place. This slightly increases the
risk of overstock or understock but the products
will not be of the same value as the complete,
J.B. Naylor et al./Int. J. Production Economics 62 (1999) 107}118 113
8. fully assembled product. Thus the supply chain is
protected against the full risk of obsolescence.
Conversely the supply chain will be in a better
position to take advantage of a product ascend-
ing the growth stage of its lifecycle. The supply
chain will still be able to cope with varied loca-
tions
E The nal two supply chains both represent cases
where a standard product is provided from a de-
ned range. The Make-to-Stock strategy means
that the supply chain can cope with demands in
varied locations but calls for a steady overall
demand of a standard product. The Ship-to-
Stock strategy provides a standard product in
xed locations. The members of the supply chain
must be able to forecast demand accurately if
they adopt these two strategies. It is critical that
they are aware how accurate their forecasts are
and hold the correct level of stock to minimise
the risk of stock-outs and overstocks [26].
The e!ect of the decoupling point is summarised in
Fig. 5. This shows a decoupling point with the level
product variety and demand variability experi-
enced either side of the decoupling point. On the
downstream side of the decoupling point is a highly
variable demand with a large variety of products
and upstream from the decoupling the demand is
smoothed with the variety reduced. This indicates
that the point of product di!erentiation is at or
downstream from the decoupling point and the
stock held at the decoupling point acting as a bu!er
between variable demand and a level production
schedule.
Fig. 5 relates the decoupling point directly to char-
acteristics of the lean and agile paradigms and to
Fig. 3.
E The lean paradigm can be applied to the supply
chain upstream of the decoupling point as the
demand is smooth and standard products #ow
through a number of value streams. Downstream
from the decoupling point a number of products
#ow through one value stream.
E The agile paradigm must be applied downstream
from the decoupling point as demand is variable
and the product variety per value stream has
increased.
Fig. 5. E!ects of the decoupling point.
Hewlett Packard redesigned their supply chain to
overcome the problem of variability in demand by
pursuing the technique of applying agility down-
stream from the decoupling point [27,28]. They
achieved this by postponing the decoupling point
until as late as possible and ensuring that product
di!erentiation also occurred at that point. The US
factory produced printers for the global market to
an aggregate demand. However the generic printers
would then have to be customised to meet national
specications and shipped to the regional distribu-
tion centres. This was a particular problem in
Europe with small national markets. In the original
supply chain the stockholding point would be at
the distribution centres with the market specic
products. Therefore, even if the aggregate forecast
was accurate if the national forecasts were not then
one country would nd itself out of stock and
another would be overstocked. The solution to this
was to move di!erentiation to the distribution
centres. In other words the generic products were
sent out to the distribution centres where they were
114 J.B. Naylor et al./Int. J. Production Economics 62 (1999) 107}118
9. held as the bu!er stock and then di!erentiated for
each national market as they were pulled by the
end user demand. This meant that the production
of the generic printers could be based on an aggreg-
ate global forecast that would be more accurate
then national market forecasts. The increase in
service levels compensated for the fact that the new
supply chain was more expensive. The supply chain
went from basically a whole lean supply chain to
one that incorporated agility downstream from the
decoupling point.
5. Reengineering of a PC supply chain [25]
Electronic product supply chains are character-
ised by poor supply chain dynamics with a highly
variable product demand. The PC manufacturer
(or the company) in this case study is involved in
a wide range of large and complex supply chains.
The supply chains consist of both company owned
members and independent members, though the
company is highly vertically integrated with plants
in three of the main manufacturing echelons. Gen-
erally the operation of any member is limited to one
echelon. Fig. 6 presents the sources of information
used [29]. Opinion sources and publications were
both particularly rich sources of information in this
particular dimension, as indicated by the usage
rating of three.
Since the early 1980s the company has imple-
mented a series of supply chain reengineering strat-
egies. Prior to reengineering the supply chain
consisted of a large number of interacting but
un-integrated members. The rst step was to imple-
ment just in time (JIT) in the early 1980s. The
primary focus of this strategy was to reduce in-
plant lead times through the elimination of waste.
This reduced the average manufacturing lead time
from 280 to 150 days.
Next the company developed a simplied and
integrated approach to materials planning. This
required a change of perspective from materials
planning at individual plant level, which had led to
delays and demand amplication, to materials
planning at the supply chain level. For the purposes
of materials planning all manufacturing plants were
now considered as production lines in a global
Fig. 6. Summary of information sources used in the modelling
of the PC supply chain [29].
manufacturing entity. All requirements were trans-
mitted simultaneously to the companies' plants
using electronic data interchange (EDI). The time
delay for the #ow of demand information has been
reduced from 45 to 8 days. This meant that more of
the supply chain operated in a pull mode and most
of the rest of the members were push plan and pull
execution as described in Section 4. The next strat-
egy was to integrate the vendor base. This entailed
connecting the vendor base directly to the rest of
the supply chain via EDI primarily to pass down
planning information and pull signals.
Fig. 7 presents the 1993 snap shot of the Euro-
pean supply chain with the members divided into
echelons. The company is a highly complex global
manufacturer and it is presented here with the
European base and global and local suppliers [30].
It should be noted that the reengineering is a con-
tinuous process and therefore this is not the nal
supply chain.
In order to manage the material #ow, the PC
manufacturer positioned the decoupling point at
the nished goods echelon. This supply chain
J.B. Naylor et al./Int. J. Production Economics 62 (1999) 107}118 115
10. Fig. 7. Material #ow through the PC supply chain [25].
follows the assemble to order supply chain strategy
shown in Fig. 4. The main restraint on the location
of the decoupling point was the lead time the end-
user, PC purchaser, was prepared to accept. If the
decoupling point was in the sub assembly echelon
the end user would have to wait up to 22 weeks for
an assembly to order. In the current position the
lead time is 4 weeks. Another one of the main
drivers for reengineering the supply chain was the
ever-decreasing product life cycle. Referring to
Table 1, the company would have serious problems
with forecast accuracy if the decoupling point was
at the sub-assembly echelon but the required total
lead time was 4 weeks. This would call for a predic-
tion of over 4 months (22 weeks less 4 weeks) and
therefore the company may as well `toss a coina
[7]. It should be noted that the retailers and dis-
tributors hold some stock of standard models.
The decoupling point also operates in a similar
way to the Hewlett Packard case and as presented
in Fig. 5. The variation in demand either side of the
decoupling point demonstrates how the bu!er
stock can act to smooth the demand on the sub-
assembly and components echelons. The product
di!erentiation coincides with the decoupling point
to a large extent. This allows the supply chain to
assemble to order for a variety of products, vol-
umes of products and retailer locations.
The supply chain on the upstream side of the
decoupling point thus adopted the lean manufac-
turing paradigm with level scheduling and a
Kanban system. The supply chain downstream
from the decoupling point has to adopt the agile
manufacturing paradigm due to demands for
short lead times, product variety and demand
variability from the end-users. Again this ts into
the denition of the agile and lean paradigms with
leanness applied upstream from the decoupling
point and agility downstream from the decoupling
point.
116 J.B. Naylor et al./Int. J. Production Economics 62 (1999) 107}118
11. 6. Conclusions
This paper has compared the lean and agile
manufacturing paradigms, highlighting the similar-
ities and di!erences. Through considering the dif-
ferences between the two paradigms we have shown
that they should not be considered in a progression
or in isolation. Neither paradigm is better nor
worse than the other, indeed they are complement-
ary within the correct supply chain strategy. Both
the Hewlett Packard case and the PC manufacturer
case study clearly demonstrate the combination of
the two paradigms within the same supply chain.
The decoupling point acts as a bu!er between the
variable demand for a wide variety of products and
the level production schedule for a smaller variety
of components. The danger of not being agile
enough to exploit change in the market demand is
clearly demonstrated by the Boeing case. These
cases also demonstrate the need for accurate and
quick market information and hence information
lead time compression as well as material lead time
compression [16].
Once the need for agility and the position of the
decoupling point has been identied there are fur-
ther decisions to be made. The way in which an agile
manufacturer di!erentiates its products from the
lean manufacturer is through concentrating on
the service levels at the expense of reducing costs. The
full impact of this requires further investigation but
the Hewlett Packard example shows how employing
agility downstream of the decoupling point can be of
great benet to all the members of the supply chain.
This paper has shown that manufacturers should
not be looking at operations in isolation from the
rest of the supply chain. Whether to develop an
agile capability or a lean manufacturing structure
will be dependent upon where in the supply chain
the members are located. This total supply chain
perspective is essential and companies should be
striving for `leagilitya } that is carefully combining
both lean and agile paradigms.
Acknowledgements
This work has been supported in part by an
EPSRC CASE award and part by the EPSRC
ACME Directorate under the `Logistical dynamics
of supply chain managementa programme recently
undertaken within the Logistics Systems Dynamics
Group. Particular thanks are due to Professor Dr
Towill, Director of the Logistics Systems Dynamics
Group, for his advice and guidance.
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