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Large Scale Optimization in Supply Chains and Smart Manufacturing : Theory and Applications - 2019 ed.

By: (Edited by) Jesus M. Velasquez-Bermudez , (Edited by) Mahdi Fathi , (Edited by) Marzieh Khakifirooz

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Ksh 8,100.00

Format: Paperback / Softback

ISBN-10: 3030227901

ISBN-13: 9783030227906

Edition: 2019 ed.

Series: Springer Optimization and Its Applications

Publisher: Springer Nature Switzerland AG

Imprint: Springer Nature Switzerland AG

Country of Manufacture: GB

Country of Publication: GB

Publication Date: Sep 20th, 2020

Print length: 282 Pages

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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.

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