Ordinal Optimization

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Publisher : Springer Science & Business Media
ISBN 13 : 0387686924
Total Pages : 325 pages
Book Rating : 4.3/5 (876 download)

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Book Synopsis Ordinal Optimization by : Yu-Chi Ho

Download or read book Ordinal Optimization written by Yu-Chi Ho and published by Springer Science & Business Media. This book was released on 2008-01-23 with total page 325 pages. Available in PDF, EPUB and Kindle. Book excerpt: Performance evaluation of increasingly complex human-made systems requires the use of simulation models. However, these systems are difficult to describe and capture by succinct mathematical models. The purpose of this book is to address the difficulties of the optimization of complex systems via simulation models or other computation-intensive models involving possible stochastic effects and discrete choices. This book establishes distinct advantages of the "softer" ordinal approach for search-based type problems, analyzes its general properties, and shows the many orders of magnitude improvement in computational efficiency that is possible.

Ordinal Optimization

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Author :
Publisher : Springer Science & Business Media
ISBN 13 : 0387372326
Total Pages : 325 pages
Book Rating : 4.3/5 (873 download)

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Book Synopsis Ordinal Optimization by : Yu-Chi Ho

Download or read book Ordinal Optimization written by Yu-Chi Ho and published by Springer Science & Business Media. This book was released on 2007-09-12 with total page 325 pages. Available in PDF, EPUB and Kindle. Book excerpt: Performance evaluation of increasingly complex human-made systems requires the use of simulation models. However, these systems are difficult to describe and capture by succinct mathematical models. The purpose of this book is to address the difficulties of the optimization of complex systems via simulation models or other computation-intensive models involving possible stochastic effects and discrete choices. This book establishes distinct advantages of the "softer" ordinal approach for search-based type problems, analyzes its general properties, and shows the many orders of magnitude improvement in computational efficiency that is possible.

Stochastic Simulation Optimization For Discrete Event Systems: Perturbation Analysis, Ordinal Optimization And Beyond

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Publisher : World Scientific
ISBN 13 : 9814513024
Total Pages : 274 pages
Book Rating : 4.8/5 (145 download)

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Book Synopsis Stochastic Simulation Optimization For Discrete Event Systems: Perturbation Analysis, Ordinal Optimization And Beyond by : Chun-hung Chen

Download or read book Stochastic Simulation Optimization For Discrete Event Systems: Perturbation Analysis, Ordinal Optimization And Beyond written by Chun-hung Chen and published by World Scientific. This book was released on 2013-07-03 with total page 274 pages. Available in PDF, EPUB and Kindle. Book excerpt: Discrete event systems (DES) have become pervasive in our daily lives. Examples include (but are not restricted to) manufacturing and supply chains, transportation, healthcare, call centers, and financial engineering. However, due to their complexities that often involve millions or even billions of events with many variables and constraints, modeling these stochastic simulations has long been a “hard nut to crack”. The advance in available computer technology, especially of cluster and cloud computing, has paved the way for the realization of a number of stochastic simulation optimization for complex discrete event systems. This book will introduce two important techniques initially proposed and developed by Professor Y C Ho and his team; namely perturbation analysis and ordinal optimization for stochastic simulation optimization, and present the state-of-the-art technology, and their future research directions.

Handbook of Simulation Optimization

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Publisher : Springer
ISBN 13 : 1493913840
Total Pages : 400 pages
Book Rating : 4.4/5 (939 download)

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Book Synopsis Handbook of Simulation Optimization by : Michael C Fu

Download or read book Handbook of Simulation Optimization written by Michael C Fu and published by Springer. This book was released on 2014-11-13 with total page 400 pages. Available in PDF, EPUB and Kindle. Book excerpt: The Handbook of Simulation Optimization presents an overview of the state of the art of simulation optimization, providing a survey of the most well-established approaches for optimizing stochastic simulation models and a sampling of recent research advances in theory and methodology. Leading contributors cover such topics as discrete optimization via simulation, ranking and selection, efficient simulation budget allocation, random search methods, response surface methodology, stochastic gradient estimation, stochastic approximation, sample average approximation, stochastic constraints, variance reduction techniques, model-based stochastic search methods and Markov decision processes. This single volume should serve as a reference for those already in the field and as a means for those new to the field for understanding and applying the main approaches. The intended audience includes researchers, practitioners and graduate students in the business/engineering fields of operations research, management science, operations management and stochastic control, as well as in economics/finance and computer science.

Genetic Programming Theory and Practice IV

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Publisher : Springer Science & Business Media
ISBN 13 : 0387496505
Total Pages : 349 pages
Book Rating : 4.3/5 (874 download)

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Book Synopsis Genetic Programming Theory and Practice IV by : Rick Riolo

Download or read book Genetic Programming Theory and Practice IV written by Rick Riolo and published by Springer Science & Business Media. This book was released on 2007-07-03 with total page 349 pages. Available in PDF, EPUB and Kindle. Book excerpt: Genetic Programming Theory and Practice IV was developed from the fourth workshop at the University of Michigan’s Center for the Study of Complex Systems. The workshop was convened in May 2006 to facilitate the exchange of ideas and information related to the rapidly advancing field of Genetic Programming (GP). The text explores the synergy between theory and practice, producing a comprehensive view of the state of the art in GP application.

Power System Optimization

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Publisher : John Wiley & Sons
ISBN 13 : 111872478X
Total Pages : 392 pages
Book Rating : 4.1/5 (187 download)

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Book Synopsis Power System Optimization by : Haoyong Chen

Download or read book Power System Optimization written by Haoyong Chen and published by John Wiley & Sons. This book was released on 2017-03-15 with total page 392 pages. Available in PDF, EPUB and Kindle. Book excerpt: An original look from a microeconomic perspective for power system optimization and its application to electricity markets Presents a new and systematic viewpoint for power system optimization inspired by microeconomics and game theory A timely and important advanced reference with the fast growth of smart grids Professor Chen is a pioneer of applying experimental economics to the electricity market trading mechanism, and this work brings together the latest research A companion website is available Edit

Applied Mechanics, Mechatronics And Intelligent Systems - Proceedings Of The 2015 International Conference (Ammis2015)

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Publisher : World Scientific
ISBN 13 : 9814733881
Total Pages : 962 pages
Book Rating : 4.8/5 (147 download)

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Book Synopsis Applied Mechanics, Mechatronics And Intelligent Systems - Proceedings Of The 2015 International Conference (Ammis2015) by : Shihong Qin

Download or read book Applied Mechanics, Mechatronics And Intelligent Systems - Proceedings Of The 2015 International Conference (Ammis2015) written by Shihong Qin and published by World Scientific. This book was released on 2015-12-08 with total page 962 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book consists of one hundred and twenty-five selected papers presented at the 2015 International Conference on Applied Mechanics, Mechatronics and Intelligent Systems (AMMIS2015), which was held in Nanjing, China during June 19-20, 2015.AMMIS2015 focuses on seven main areas, namely, applied mechanics, control and automation, intelligent systems, computer technology, electronics engineering, electrical engineering, and materials science and technology. Experts in this field from all over the world contributed to the collection of research results and development activities.AMMIS2015 provides an excellent international exchange platform for researchers to share their development works and results in these areas. All papers selected for this proceeding were subjected to a rigorous peer-review process.

Learning Automata and Their Applications to Intelligent Systems

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Publisher : John Wiley & Sons
ISBN 13 : 1394188498
Total Pages : 276 pages
Book Rating : 4.3/5 (941 download)

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Book Synopsis Learning Automata and Their Applications to Intelligent Systems by : JunQi Zhang

Download or read book Learning Automata and Their Applications to Intelligent Systems written by JunQi Zhang and published by John Wiley & Sons. This book was released on 2023-12-12 with total page 276 pages. Available in PDF, EPUB and Kindle. Book excerpt: Comprehensive guide on learning automata, introducing two variants to accelerate convergence and computational update speed Learning Automata and Their Applications to Intelligent Systems provides a comprehensive guide on learning automata from the perspective of principles, algorithms, improvement directions, and applications. The text introduces two variants to accelerate the convergence speed and computational update speed, respectively; these two examples demonstrate how to design new learning automata for a specific field from the aspect of algorithm design to give full play to the advantage of learning automata. As noisy optimization problems exist widely in various intelligent systems, this book elaborates on how to employ learning automata to solve noisy optimization problems from the perspective of algorithm design and application. The existing and most representative applications of learning automata include classification, clustering, game, knapsack, network, optimization, ranking, and scheduling. They are well-discussed. Future research directions to promote an intelligent system are suggested. Written by two highly qualified academics with significant experience in the field, Learning Automata and Their Applications to Intelligent Systems covers such topics as: Mathematical analysis of the behavior of learning automata, along with suitable learning algorithms Two application-oriented learning automata: one to discover and track spatiotemporal event patterns, and the other to solve stochastic searching on a line Demonstrations of two pioneering variants of Optimal Computing Budge Allocation (OCBA) methods and how to combine learning automata with ordinal optimization How to achieve significantly faster convergence and higher accuracy than classical pursuit schemes via lower computational complexity of updating the state probability A timely text in a rapidly developing field, Learning Automata and Their Applications to Intelligent Systems is an essential resource for researchers in machine learning, engineering, operation, and management. The book is also highly suitable for graduate level courses on machine learning, soft computing, reinforcement learning and stochastic optimization.

Introduction to Stochastic Search and Optimization

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Publisher : John Wiley & Sons
ISBN 13 : 0471441902
Total Pages : 620 pages
Book Rating : 4.4/5 (714 download)

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Book Synopsis Introduction to Stochastic Search and Optimization by : James C. Spall

Download or read book Introduction to Stochastic Search and Optimization written by James C. Spall and published by John Wiley & Sons. This book was released on 2005-03-11 with total page 620 pages. Available in PDF, EPUB and Kindle. Book excerpt: * Unique in its survey of the range of topics. * Contains a strong, interdisciplinary format that will appeal to both students and researchers. * Features exercises and web links to software and data sets.

Mathematical Optimization Terminology

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Publisher : Academic Press
ISBN 13 : 0128052953
Total Pages : 341 pages
Book Rating : 4.1/5 (28 download)

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Book Synopsis Mathematical Optimization Terminology by : Andre A. Keller

Download or read book Mathematical Optimization Terminology written by Andre A. Keller and published by Academic Press. This book was released on 2017-11-10 with total page 341 pages. Available in PDF, EPUB and Kindle. Book excerpt: Mathematical Optimization Terminology: A Comprehensive Glossary of Terms is a practical book with the essential formulations, illustrative examples, real-world applications and main references on the topic. This book helps readers gain a more practical understanding of optimization, enabling them to apply it to their algorithms. This book also addresses the need for a practical publication that introduces these concepts and techniques. Discusses real-world applications of optimization and how it can be used in algorithms Explains the essential formulations of optimization in mathematics Covers a more practical approach to optimization

Optimal Control and Optimization of Stochastic Supply Chain Systems

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Publisher : Springer Science & Business Media
ISBN 13 : 1447147243
Total Pages : 282 pages
Book Rating : 4.4/5 (471 download)

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Book Synopsis Optimal Control and Optimization of Stochastic Supply Chain Systems by : Dong-Ping Song

Download or read book Optimal Control and Optimization of Stochastic Supply Chain Systems written by Dong-Ping Song and published by Springer Science & Business Media. This book was released on 2012-11-29 with total page 282 pages. Available in PDF, EPUB and Kindle. Book excerpt: Optimal Control and Optimization of Stochastic Supply Chain Systems examines its subject the context of the presence of a variety of uncertainties. Numerous examples with intuitive illustrations and tables are provided, to demonstrate the structural characteristics of the optimal control policies in various stochastic supply chains and to show how to make use of these characteristics to construct easy-to-operate sub-optimal policies. In Part I, a general introduction to stochastic supply chain systems is provided. Analytical models for various stochastic supply chain systems are formulated and analysed in Part II. In Part III the structural knowledge of the optimal control policies obtained in Part II is utilized to construct easy-to-operate sub-optimal control policies for various stochastic supply chain systems accordingly. Finally, Part IV discusses the optimisation of threshold-type control policies and their robustness. A key feature of the book is its tying together of the complex analytical models produced by the requirements of operational practice, and the simple solutions needed for implementation. The analytical models and theoretical analysis propounded in this monograph will be of benefit to academic researchers and graduate students looking at logistics and supply chain management from standpoints in operations research or industrial, manufacturing, or control engineering. The practical tools and solutions and the qualitative insights into the ideas underlying functional supply chain systems will be of similar use to readers from more industrially-based backgrounds.

Stochastic Simulation Optimization

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Publisher : World Scientific
ISBN 13 : 9814282642
Total Pages : 246 pages
Book Rating : 4.8/5 (142 download)

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Book Synopsis Stochastic Simulation Optimization by : Chun-hung Chen

Download or read book Stochastic Simulation Optimization written by Chun-hung Chen and published by World Scientific. This book was released on 2011 with total page 246 pages. Available in PDF, EPUB and Kindle. Book excerpt: With the advance of new computing technology, simulation is becoming very popular for designing large, complex and stochastic engineering systems, since closed-form analytical solutions generally do not exist for such problems. However, the added flexibility of simulation often creates models that are computationally intractable. Moreover, to obtain a sound statistical estimate at a specified level of confidence, a large number of simulation runs (or replications) is usually required for each design alternative. If the number of design alternatives is large, the total simulation cost can be very expensive. Stochastic Simulation Optimization addresses the pertinent efficiency issue via smart allocation of computing resource in the simulation experiments for optimization, and aims to provide academic researchers and industrial practitioners with a comprehensive coverage of OCBA approach for stochastic simulation optimization. Starting with an intuitive explanation of computing budget allocation and a discussion of its impact on optimization performance, a series of OCBA approaches developed for various problems are then presented, from the selection of the best design to optimization with multiple objectives. Finally, this book discusses the potential extension of OCBA notion to different applications such as data envelopment analysis, experiments of design and rare-event simulation.

Algorithmic Decision Theory

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Publisher : Springer Science & Business Media
ISBN 13 : 3642248721
Total Pages : 355 pages
Book Rating : 4.6/5 (422 download)

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Book Synopsis Algorithmic Decision Theory by : RONEN BRAFMAN

Download or read book Algorithmic Decision Theory written by RONEN BRAFMAN and published by Springer Science & Business Media. This book was released on 2011-10-07 with total page 355 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the Second International Conference on Algorithmic Decision Theory, ADT 2011, held in Piscataway, NJ, USA, in October 2011. The 24 revised full papers presented were carefully reviewed and selected from 50 submissions.

Encyclopedia of Optimization

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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".

Stochastic Simulation Optimization for Discrete Event Systems

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Publisher : World Scientific
ISBN 13 : 9814513016
Total Pages : 274 pages
Book Rating : 4.8/5 (145 download)

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Book Synopsis Stochastic Simulation Optimization for Discrete Event Systems by : Chun-Hung Chen

Download or read book Stochastic Simulation Optimization for Discrete Event Systems written by Chun-Hung Chen and published by World Scientific. This book was released on 2013 with total page 274 pages. Available in PDF, EPUB and Kindle. Book excerpt: Discrete event systems (DES) have become pervasive in our daily lives. Examples include (but are not restricted to) manufacturing and supply chains, transportation, healthcare, call centers, and financial engineering. However, due to their complexities that often involve millions or even billions of events with many variables and constraints, modeling these stochastic simulations has long been a hard nut to crack. The advance in available computer technology, especially of cluster and cloud computing, has paved the way for the realization of a number of stochastic simulation optimization for complex discrete event systems. This book will introduce two important techniques initially proposed and developed by Professor Y C Ho and his team; namely perturbation analysis and ordinal optimization for stochastic simulation optimization, and present the state-of-the-art technology, and their future research directions.

Ordinal Optimization

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Publisher :
ISBN 13 :
Total Pages : pages
Book Rating : 4.:/5 (441 download)

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Book Synopsis Ordinal Optimization by : Hua Liu

Download or read book Ordinal Optimization written by Hua Liu and published by . This book was released on 1997 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt:

Mathematics of Stochastic Manufacturing Systems

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Publisher : American Mathematical Soc.
ISBN 13 : 9780821897027
Total Pages : 420 pages
Book Rating : 4.8/5 (97 download)

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Book Synopsis Mathematics of Stochastic Manufacturing Systems by : George Yin

Download or read book Mathematics of Stochastic Manufacturing Systems written by George Yin and published by American Mathematical Soc.. This book was released on 1997-01-01 with total page 420 pages. Available in PDF, EPUB and Kindle. Book excerpt: In this volume, leading experts in mathematical manufacturing research and related fields review and update recent advances of mathematics in stochastic manufacturing systems and attempt to bridge the gap between theory and applications. The topics covered include scheduling and production planning, modeling of manufacturing systems, hierarchical control for large and complex systems, Markov chains, queueing networks, numerical methods for system approximations, singular perturbed systems, risk-sensitive control, stochastic optimization methods, discrete event systems, and statistical quality control.