Approximation Methods For Supply Chain Problems

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Supply Chain Optimization, Design, and Management: Advances and Intelligent Methods

Author : Minis, Ioannis
Publisher : IGI Global
ISBN 13 : 1615206345
Total Pages : 337 pages
Book Rating : 4.6/5 (152 download)

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Book Synopsis Supply Chain Optimization, Design, and Management: Advances and Intelligent Methods by : Minis, Ioannis

Download or read book Supply Chain Optimization, Design, and Management: Advances and Intelligent Methods written by Minis, Ioannis and published by IGI Global. This book was released on 2010-12-31 with total page 337 pages. Available in PDF, EPUB and Kindle. Book excerpt: Computational Intelligence (CI) is a term corresponding to a new generation of algorithmic methodologies in artificial intelligence, which combines elements of learning, adaptation, evolution and approximate (fuzzy) reasoning to create programs that can be considered intelligent. Supply Chain Optimization, Design, and Management: Advances and Intelligent Methods presents computational intelligence methods for addressing supply chain issues. Emphasis is given to techniques that provide effective solutions to complex supply chain problems and exhibit superior performance to other methods of operations research.

Handbook of Research Methods for Supply Chain Management

Author : Childe, Stephen
Publisher : Edward Elgar Publishing
ISBN 13 : 1788975863
Total Pages : 551 pages
Book Rating : 4.7/5 (889 download)

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Book Synopsis Handbook of Research Methods for Supply Chain Management by : Childe, Stephen

Download or read book Handbook of Research Methods for Supply Chain Management written by Childe, Stephen and published by Edward Elgar Publishing. This book was released on 2022-10-18 with total page 551 pages. Available in PDF, EPUB and Kindle. Book excerpt: Written by a panel of leading international researchers, this Handbook identifies the key topics for research in supply chain management using an innovative step-by-step approach and provides an extensive range of methodologies for researching the subjects.

Encyclopedia of Optimization

Author : Christodoulos A. Floudas
Publisher : Springer Science & Business Media
ISBN 13 : 0387747583
Total Pages : 4646 pages
Book Rating : 4.3/5 (877 download)

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Book Synopsis Encyclopedia of Optimization by : Christodoulos A. Floudas

Download or read book Encyclopedia of Optimization written by Christodoulos A. Floudas and published by Springer Science & Business Media. This book was released on 2008-09-04 with total page 4646 pages. Available in PDF, EPUB and Kindle. Book excerpt: The goal of the Encyclopedia of Optimization is to introduce the reader to a complete set of topics that show the spectrum of research, the richness of ideas, and the breadth of applications that has come from this field. The second edition builds on the success of the former edition with more than 150 completely new entries, designed to ensure that the reference addresses recent areas where optimization theories and techniques have advanced. Particularly heavy attention resulted in health science and transportation, with entries such as "Algorithms for Genomics", "Optimization and Radiotherapy Treatment Design", and "Crew Scheduling".

Research Methodologies in Supply Chain Management

Author : Herbert Kotzab
Publisher : Springer Science & Business Media
ISBN 13 : 9783790815832
Total Pages : 636 pages
Book Rating : 4.8/5 (158 download)

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Book Synopsis Research Methodologies in Supply Chain Management by : Herbert Kotzab

Download or read book Research Methodologies in Supply Chain Management written by Herbert Kotzab and published by Springer Science & Business Media. This book was released on 2005-05-17 with total page 636 pages. Available in PDF, EPUB and Kindle. Book excerpt: For reseach in all subjects and among different philisopical paradigms, research methodologies form one of the key issues to rely on. This volume brings a series of papers together, which present different research methodologies as applied in supply chain management. This comprises review oriented papers that look at what kind of methodologies have been applied, as well as methodological papers discussing new developments needed to successfully conduct research in supply chain management. The third group is made up of applications of the respective methodologies, which serve as examples on how the different methodological approaches can be applied. All papers have undergone a review process to ensure their quality. Therefore, we hope that this book will serve as a valid source for current and future researchers in the field. While the workshop on “Research Methodologies in Supply Chain Management” took place at the Supply Chain Management Center, Carl von Ossietzky Univ- sity in Oldenburg, Germany, it is based on a collaboration with the Supply Chain Management Group of the Department of Operations Management at the Cop- hagen Business School and the Department of Production Management at the Vienna University of Economics and Business Administration. We would like to thank all those who contributed to the workshop and this book.

Large Scale Optimization in Supply Chains and Smart Manufacturing

Author : Jesús M. Velásquez-Bermúdez
Publisher : Springer Nature
ISBN 13 : 303022788X
Total Pages : 297 pages
Book Rating : 4.0/5 (32 download)

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Book Synopsis Large Scale Optimization in Supply Chains and Smart Manufacturing by : Jesús M. Velásquez-Bermúdez

Download or read book Large Scale Optimization in Supply Chains and Smart Manufacturing written by Jesús M. Velásquez-Bermúdez and published by Springer Nature. This book was released on 2019-09-06 with total page 297 pages. Available in PDF, EPUB and Kindle. Book excerpt: In this book, theory of large scale optimization is introduced with case studies of real-world problems and applications of structured mathematical modeling. The large scale optimization methods are represented by various theories such as Benders’ decomposition, logic-based Benders’ decomposition, Lagrangian relaxation, Dantzig –Wolfe decomposition, multi-tree decomposition, Van Roy’ cross decomposition and parallel decomposition for mathematical programs such as mixed integer nonlinear programming and stochastic programming. Case studies of large scale optimization in supply chain management, smart manufacturing, and Industry 4.0 are investigated with efficient implementation for real-time solutions. The features of case studies cover a wide range of fields including the Internet of things, advanced transportation systems, energy management, supply chain networks, service systems, operations management, risk management, and financial and sales management. Instructors, graduate students, researchers, and practitioners, would benefit from this book finding the applicability of large scale optimization in asynchronous parallel optimization, real-time distributed network, and optimizing the knowledge-based expert system for convex and non-convex problems.

29th European Symposium on Computer Aided Chemical Engineering

Author : Anton A. Kiss
Publisher : Elsevier
ISBN 13 : 0128186356
Total Pages : 1886 pages
Book Rating : 4.1/5 (281 download)

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Book Synopsis 29th European Symposium on Computer Aided Chemical Engineering by : Anton A. Kiss

Download or read book 29th European Symposium on Computer Aided Chemical Engineering written by Anton A. Kiss and published by Elsevier. This book was released on 2019-06-28 with total page 1886 pages. Available in PDF, EPUB and Kindle. Book excerpt: The 29th European Symposium on Computer Aided Process Engineering, contains the papers presented at the 29th European Symposium of Computer Aided Process Engineering (ESCAPE) event held in Eindhoven, The Netherlands, from June 16-19, 2019. It is a valuable resource for chemical engineers, chemical process engineers, researchers in industry and academia, students, and consultants for chemical industries. - Presents findings and discussions from the 29th European Symposium of Computer Aided Process Engineering (ESCAPE) event

Advances in Neural Networks - ISNN 2009

Author : Wen Yu
Publisher : Springer
ISBN 13 : 3642015107
Total Pages : 1240 pages
Book Rating : 4.6/5 (42 download)

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Book Synopsis Advances in Neural Networks - ISNN 2009 by : Wen Yu

Download or read book Advances in Neural Networks - ISNN 2009 written by Wen Yu and published by Springer. This book was released on 2009-05-21 with total page 1240 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book and its companion volumes, LNCS vols. 5551, 5552 and 5553, constitute the proceedings of the 6th International Symposium on Neural Networks (ISNN 2009), held during May 26–29, 2009 in Wuhan, China. Over the past few years, ISNN has matured into a well-established premier international symposium on neural n- works and related fields, with a successful sequence of ISNN symposia held in Dalian (2004), Chongqing (2005), Chengdu (2006), Nanjing (2007), and Beijing (2008). Following the tradition of the ISNN series, ISNN 2009 provided a high-level inter- tional forum for scientists, engineers, and educators to present state-of-the-art research in neural networks and related fields, and also to discuss with international colleagues on the major opportunities and challenges for future neural network research. Over the past decades, the neural network community has witnessed tremendous - forts and developments in all aspects of neural network research, including theoretical foundations, architectures and network organizations, modeling and simulation, - pirical study, as well as a wide range of applications across different domains. The recent developments of science and technology, including neuroscience, computer science, cognitive science, nano-technologies and engineering design, among others, have provided significant new understandings and technological solutions to move the neural network research toward the development of complex, large-scale, and n- worked brain-like intelligent systems. This long-term goal can only be achieved with the continuous efforts of the community to seriously investigate different issues of the neural networks and related fields.

Handbook of Integrated Risk Management in Global Supply Chains

Author : Panos Kouvelis
Publisher : John Wiley & Sons
ISBN 13 : 1118115791
Total Pages : 497 pages
Book Rating : 4.1/5 (181 download)

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Book Synopsis Handbook of Integrated Risk Management in Global Supply Chains by : Panos Kouvelis

Download or read book Handbook of Integrated Risk Management in Global Supply Chains written by Panos Kouvelis and published by John Wiley & Sons. This book was released on 2011-10-26 with total page 497 pages. Available in PDF, EPUB and Kindle. Book excerpt: A comprehensive, one-stop reference for cutting-edge research in integrated risk management, modern applications, and best practices In the field of business, the ever-growing dependency on global supply chains has created new challenges that traditional risk management must be equipped to handle. Handbook of Integrated Risk Management in Global Supply Chains uses a multi-disciplinary approach to present an effective way to manage complex, diverse, and interconnected global supply chain risks. Contributions from leading academics and researchers provide an action-based framework that captures real issues, implementation challenges, and concepts emerging from industry studies.The handbook is divided into five parts: Foundations and Overview introduces risk management and discusses the impact of supply chain disruptions on corporate performance Integrated Risk Management: Operations and Finance Interface explores the joint use of operational and financial hedging of commodity price uncertainties Supply Chain Finance discusses financing alternatives and the role of financial services in procurement contracts; inventory management and capital structure; and bank financing of inventories Operational Risk Management Strategies outlines supply risks and challenges in decentralized supply chains, such as competition and misalignment of incentives between buyers and suppliers Industrial Applications presents examples and case studies that showcase the discussed methodologies Each topic's presentation includes an introduction, key theories, formulas, and applications. Discussions conclude with a summary of the main concepts, a real-world example, and professional insights into common challenges and best practices. Handbook of Integrated Risk Management in Global Supply Chains is an essential reference for academics and practitioners in the areas of supply chain management, global logistics, management science, and industrial engineering who gather, analyze, and draw results from data. The handbook is also a suitable supplement for operations research, risk management, and financial engineering courses at the upper-undergraduate and graduate levels.

Risk Management of Supply and Cash Flows in Supply Chains

Author : Jian Li
Publisher : Springer Science & Business Media
ISBN 13 : 1461405114
Total Pages : 216 pages
Book Rating : 4.4/5 (614 download)

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Book Synopsis Risk Management of Supply and Cash Flows in Supply Chains by : Jian Li

Download or read book Risk Management of Supply and Cash Flows in Supply Chains written by Jian Li and published by Springer Science & Business Media. This book was released on 2011-09-15 with total page 216 pages. Available in PDF, EPUB and Kindle. Book excerpt: Risk management has become an essential issue in supply chain management, from the modeling of the decision maker's risk preference, and the studies on uncertain elements such as demand, supply, price, lead time, etc., to the consideration of more practical background including cash flow constraints, inventory financing and delayed cash payment. In this new volume, the authors provide a framework to study the interaction of various factors related to risk and their influence on supply chain management. The scope of areas covered includes operations management, decision analysis, and business administration. This book focuses on several key issues of risk management in supply chains. Specifically, an analysis framework is presented for studying the supplier selection problem and identifying the optimal sourcing strategy in a one-retailer two-suppliers supply chain with random yields. The optimal sourcing strategy of a retailer and the pricing strategies of two suppliers under an environment of supply disruption are investigated. Besides, the authors study the dynamic inventory control problems with cash flow constraints, financing decisions as well as delayed cash payment. In addition, originating from the annual international iron ore price negotiation, the authors model the bargaining process to deal with the risk of wholesale price in the game analysis context. Within the three perspectives of risk management in supply chains, the modeling of decision maker's risk preference has been extensively studied and many results have been obtained to guide the practice. However, the analysis on the other two kinds of topics is still in its infancy, and needs more efforts from academia. It is thus the ambition and innovation for this book to contribute on risk management in supply chains in the following ways: (1) characterizing the explicit sourcing strategy (i.e., single sourcing or dual sourcing) to deal with supply disruption risk; (2) introducing the concepts of financial risk measurement by incorporating cash flow constraints, inventory financing and delayed cash payment into inventory management models; and (3) providing insights for the iron ore price negotiation to help steel manufacturers handle the risk of price increase.

Hierarchical Planning and Information Sharing Techniques in Supply Chain Management

Author : Taghipour, Atour
Publisher : IGI Global
ISBN 13 : 1522573003
Total Pages : 304 pages
Book Rating : 4.5/5 (225 download)

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Book Synopsis Hierarchical Planning and Information Sharing Techniques in Supply Chain Management by : Taghipour, Atour

Download or read book Hierarchical Planning and Information Sharing Techniques in Supply Chain Management written by Taghipour, Atour and published by IGI Global. This book was released on 2019-01-22 with total page 304 pages. Available in PDF, EPUB and Kindle. Book excerpt: Efficient supply chain management is essential for maintaining successful workflows within companies. A lack of decisional, organizational, and information integration can lead to increased cost for a business due to missed opportunities, delays, inefficient inventory decisions, poor capacity allocation, and misuse of resources. Companies must employ collaborative practices across all functions of the supply chain in order to avoid costly mishaps. Hierarchical Planning and Information Sharing Techniques in Supply Chain Management is an essential reference source that discusses information exchanges and approaches of coordination related to operation planning for a better understanding of how hierarchical planning techniques and principles can contribute to the effective and efficient management and planning of supply chain activities. Featuring research on topics such as competitive advantages, information sharing, and transport management, this book is ideally designed for managers, academicians, and practitioners in the field of supply chain management, operations management, logistics, and operations research.

Modelling and Intelligent Optimisation of Production Scheduling in VCIM Systems

Author : Son Duy Dao
Publisher : Springer
ISBN 13 : 3319721135
Total Pages : 158 pages
Book Rating : 4.3/5 (197 download)

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Book Synopsis Modelling and Intelligent Optimisation of Production Scheduling in VCIM Systems by : Son Duy Dao

Download or read book Modelling and Intelligent Optimisation of Production Scheduling in VCIM Systems written by Son Duy Dao and published by Springer. This book was released on 2017-12-27 with total page 158 pages. Available in PDF, EPUB and Kindle. Book excerpt: This thesis reports on an innovative production-scheduling model for virtual computer-integrated manufacturing (VCIM) systems. It also describes a robust genetic algorithm for production scheduling in VCIM systems. The model, which is the most comprehensive of its kind to date, is not only capable of supporting collaborative shipment scheduling and handling multiple product orders simultaneously, but also helps cope with multiple objective functions under uncertainties. In turn, the genetic algorithm, characterised by an innovative algorithm structure, chromosome encoding, crossover and mutation, is capable of searching for optimal/suboptimal solutions to the complex optimisation problem in the VCIM production- scheduling model described. Lastly, the effectiveness of the proposed approach is verified in a comprehensive case study.

QUANTITATIVE MODELS IN OPERATIONS AND SUPPLY CHAIN MANAGEMENT

Author : SRINIVASAN, G.
Publisher : PHI Learning Pvt. Ltd.
ISBN 13 : 8193593871
Total Pages : 401 pages
Book Rating : 4.1/5 (935 download)

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Book Synopsis QUANTITATIVE MODELS IN OPERATIONS AND SUPPLY CHAIN MANAGEMENT by : SRINIVASAN, G.

Download or read book QUANTITATIVE MODELS IN OPERATIONS AND SUPPLY CHAIN MANAGEMENT written by SRINIVASAN, G. and published by PHI Learning Pvt. Ltd.. This book was released on 2017-11-01 with total page 401 pages. Available in PDF, EPUB and Kindle. Book excerpt: The thoroughly revised and updated book, now in its second edition, continues to present a comprehensive view of the concepts and applications of various quantitative models used in the study of operations and supply chain management. It provides a complete account of location and layout models, production planning models, production control models, cycle inventory models, safety stock models and transportation models. A separate chapter on real-life situations provides the user with the knowledge of specific areas where the models have been applied in decision-making processes. The various techniques to solve operations and supply chain management problems are also discussed. The text is supported by a large number of illustrative examples, exercises and review questions to reinforce the students’ understanding of the subject matter. Designed as a textbook for the students of mechanical and industrial engineering, the book would also be useful to postgraduate students of management. NEW TO THE SECOND EDITION • Two new chapters on ‘Production Control—Additional Approaches’ (Chapter 6) and ‘Materials Planning and Lot Sizing’ (Chapter 8) • Forecasting and Aggregate Planning are described in two separate chapters • Each chapter includes new sections, additional examples, illustrations, short questions and exercises • Provides solutions to the exercises

Quantitative Models for Supply Chain Management

Author : Sridhar Tayur
Publisher : Springer Science & Business Media
ISBN 13 : 1461549493
Total Pages : 851 pages
Book Rating : 4.4/5 (615 download)

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Book Synopsis Quantitative Models for Supply Chain Management by : Sridhar Tayur

Download or read book Quantitative Models for Supply Chain Management written by Sridhar Tayur and published by Springer Science & Business Media. This book was released on 2012-12-06 with total page 851 pages. Available in PDF, EPUB and Kindle. Book excerpt: Quantitative models and computer-based tools are essential for making decisions in today's business environment. These tools are of particular importance in the rapidly growing area of supply chain management. This volume is a unified effort to provide a systematic summary of the large variety of new issues being considered, the new set of models being developed, the new techniques for analysis, and the computational methods that have become available recently. The volume's objective is to provide a self-contained, sophisticated research summary - a snapshot at this point of time - in the area of Quantitative Models for Supply Chain Management. While there are some multi-disciplinary aspects of supply chain management not covered here, the Editors and their contributors have captured many important developments in this rapidly expanding field. The 26 chapters can be divided into six categories. Basic Concepts and Technical Material (Chapters 1-6). The chapters in this category focus on introducing basic concepts, providing mathematical background and validating algorithmic tools to solve operational problems in supply chains. Supply Contracts (Chapters 7-10). In this category, the primary focus is on design and evaluation of supply contracts between independent agents in the supply chain. Value of Information (Chapters 11-13). The chapters in this category explicitly model the effect of information on decision-making and on supply chain performance. Managing Product Variety (Chapters 16-19). The chapters in this category analyze the effects of product variety and the different strategies to manage it. International Operations (Chapters 20-22). The three chapters in this category provide an overview of research in the emerging area of International Operations. Conceptual Issues and New Challenges (Chapters 23-27). These chapters outline a variety of frameworks that can be explored and used in future research efforts. This volume can serve as a graduate text, as a reference for researchers and as a guide for further development of this field.

The Logistics and Supply Chain Toolkit

Author : Gwynne Richards
Publisher : Kogan Page Publishers
ISBN 13 : 1789660858
Total Pages : 425 pages
Book Rating : 4.7/5 (896 download)

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Book Synopsis The Logistics and Supply Chain Toolkit by : Gwynne Richards

Download or read book The Logistics and Supply Chain Toolkit written by Gwynne Richards and published by Kogan Page Publishers. This book was released on 2020-03-03 with total page 425 pages. Available in PDF, EPUB and Kindle. Book excerpt: The Logistics and Supply Chain Toolkit provides practical tools for warehouse, inventory and transport managers and students to help them tackle the challenges of logistics and supply chain management. It is full of practical ideas and information to optimise the management of logistics and supply chain processes. The Logistics and Supply Chain Toolkit offers solutions and plans spanning across a variety of sub-disciplines such as warehousing, logistics, supply chain management, inventory and outsourcing. Each toolkit addresses key principles within its area of discipline, providing the reader with a precision approach to be used in complex and sensitive circumstances. The toolkit presents a number of major management tools such as Fortna's Product Flow Smart Design, SMART, DMAIC and Gantt charts. General management, performance management and problem-solving tools have also been included to provide a broader, transferable scope of tools for the reader.

Stochastic Modeling of Manufacturing Systems

Author : George Liberopoulos
Publisher : Springer Science & Business Media
ISBN 13 : 3540290575
Total Pages : 363 pages
Book Rating : 4.5/5 (42 download)

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Book Synopsis Stochastic Modeling of Manufacturing Systems by : George Liberopoulos

Download or read book Stochastic Modeling of Manufacturing Systems written by George Liberopoulos and published by Springer Science & Business Media. This book was released on 2005-12-12 with total page 363 pages. Available in PDF, EPUB and Kindle. Book excerpt: Manufacturing systems rarely perform exactly as expected and predicted. Unexpected events, such as order changes, equipment failures and product defects, affect the performance of the system and complicate decision-making. This volume is devoted to the development of analytical methods aiming at responding to variability in a way that limits its corrupting effects on system performance. The book includes fifteen novel chapters that mostly focus on the development and analysis of performance evaluation models of manufacturing systems using decomposition-based methods, Markovian and queuing analysis, simulation, and inventory control approaches. They are organized into four distinct sections to reflect their shared viewpoints: factory design, unreliable production lines, queuing network models, production planning and assembly.

Revenue Management and Pricing Analytics

Author : Guillermo Gallego
Publisher : Springer
ISBN 13 : 1493996061
Total Pages : 346 pages
Book Rating : 4.4/5 (939 download)

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Book Synopsis Revenue Management and Pricing Analytics by : Guillermo Gallego

Download or read book Revenue Management and Pricing Analytics written by Guillermo Gallego and published by Springer. This book was released on 2019-08-14 with total page 346 pages. Available in PDF, EPUB and Kindle. Book excerpt: “There is no strategic investment that has a higher return than investing in good pricing, and the text by Gallego and Topaloghu provides the best technical treatment of pricing strategy and tactics available.” Preston McAfee, the J. Stanley Johnson Professor, California Institute of Technology and Chief Economist and Corp VP, Microsoft. “The book by Gallego and Topaloglu provides a fresh, up-to-date and in depth treatment of revenue management and pricing. It fills an important gap as it covers not only traditional revenue management topics also new and important topics such as revenue management under customer choice as well as pricing under competition and online learning. The book can be used for different audiences that range from advanced undergraduate students to masters and PhD students. It provides an in-depth treatment covering recent state of the art topics in an interesting and innovative way. I highly recommend it." Professor Georgia Perakis, the William F. Pounds Professor of Operations Research and Operations Management at the Sloan School of Management, Massachusetts Institute of Technology, Cambridge, Massachusetts. “This book is an important and timely addition to the pricing analytics literature by two authors who have made major contributions to the field. It covers traditional revenue management as well as assortment optimization and dynamic pricing. The comprehensive treatment of choice models in each application is particularly welcome. It is mathematically rigorous but accessible to students at the advanced undergraduate or graduate levels with a rich set of exercises at the end of each chapter. This book is highly recommended for Masters or PhD level courses on the topic and is a necessity for researchers with an interest in the field.” Robert L. Phillips, Director of Pricing Research at Amazon “At last, a serious and comprehensive treatment of modern revenue management and assortment optimization integrated with choice modeling. In this book, Gallego and Topaloglu provide the underlying model derivations together with a wide range of applications and examples; all of these facets will better equip students for handling real-world problems. For mathematically inclined researchers and practitioners, it will doubtless prove to be thought-provoking and an invaluable reference.” Richard Ratliff, Research Scientist at Sabre “This book, written by two of the leading researchers in the area, brings together in one place most of the recent research on revenue management and pricing analytics. New industries (ride sharing, cloud computing, restaurants) and new developments in the airline and hotel industries make this book very timely and relevant, and will serve as a critical reference for researchers.” Professor Kalyan Talluri, the Munjal Chair in Global Business and Operations, Imperial College, London, UK.

Managing Supply Chain Risk and Vulnerability

Author : Teresa Wu
Publisher : Springer Science & Business Media
ISBN 13 : 1848826346
Total Pages : 236 pages
Book Rating : 4.8/5 (488 download)

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Book Synopsis Managing Supply Chain Risk and Vulnerability by : Teresa Wu

Download or read book Managing Supply Chain Risk and Vulnerability written by Teresa Wu and published by Springer Science & Business Media. This book was released on 2009-08-20 with total page 236 pages. Available in PDF, EPUB and Kindle. Book excerpt: Managing Supply Chain Risk and Vulnerability, a book that both practitioners and students can use to better understand and manage supply chain risk, presents topics on decision making related to supply chain risk. Leading academic researchers, as well as practitioners, have contributed chapters focusing on developing an overall understanding of risk and its relationship to supply chain performance; investigating the relationship between response time and disruption impact; assessing and prioritizing risks; and assessing supply chain resilience. Supply chain managers will find Managing Supply Chain Risk and Vulnerability a useful tool box for methods they can employ to better mitigate and manage supply chain risk. On the academic side, the book can be used to teach senior undergraduate students, as well as graduate-level students. Additionally, researchers may use the text as a reference in the area of supply chain risk and vulnerability.