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

2013-07-03 Technology & Engineering
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Release : 2013-07-03
Genre : Technology & Engineering
Kind : eBook
Book Rating : 024/5 ( reviews)

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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. This book was released on 2013-07-03. 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.

Discrete Event Systems

1993-10-19 Mathematics
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Release : 1993-10-19
Genre : Mathematics
Kind : eBook
Book Rating : /5 ( reviews)

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Book Synopsis Discrete Event Systems by : Reuven Y. Rubinstein

Download or read book Discrete Event Systems written by Reuven Y. Rubinstein. This book was released on 1993-10-19. Available in PDF, EPUB and Kindle. Book excerpt: A unified and rigorous treatment of the associated stochastic optimization problems is provided and recent advances in perturbation theory encompassed. Throughout the book emphasis is upon concepts rather than mathematical completeness with the advantage that the reader only requires a basic knowledge of probability, statistics and optimization.

Handbook of Simulation Optimization

2014-11-13 Business & Economics
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Release : 2014-11-13
Genre : Business & Economics
Kind : eBook
Book Rating : 840/5 ( reviews)

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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. This book was released on 2014-11-13. 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.

Efficient simulation algorithms for optimization of discrete event systems based on measure-valued differentation

2010
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Release : 2010
Genre :
Kind : eBook
Book Rating : 60X/5 ( reviews)

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Book Synopsis Efficient simulation algorithms for optimization of discrete event systems based on measure-valued differentation by : Taoying Farenhorst-Yuan

Download or read book Efficient simulation algorithms for optimization of discrete event systems based on measure-valued differentation written by Taoying Farenhorst-Yuan. This book was released on 2010. Available in PDF, EPUB and Kindle. Book excerpt:

Introduction to Discrete Event Systems

2021-11-11 Computers
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Release : 2021-11-11
Genre : Computers
Kind : eBook
Book Rating : 740/5 ( reviews)

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Book Synopsis Introduction to Discrete Event Systems by : Christos G. Cassandras

Download or read book Introduction to Discrete Event Systems written by Christos G. Cassandras. This book was released on 2021-11-11. Available in PDF, EPUB and Kindle. Book excerpt: This unique textbook comprehensively introduces the field of discrete event systems, offering a breadth of coverage that makes the material accessible to readers of varied backgrounds. The book emphasizes a unified modeling framework that transcends specific application areas, linking the following topics in a coherent manner: language and automata theory, supervisory control, Petri net theory, Markov chains and queueing theory, discrete-event simulation, and concurrent estimation techniques. Topics and features: detailed treatment of automata and language theory in the context of discrete event systems, including application to state estimation and diagnosis comprehensive coverage of centralized and decentralized supervisory control of partially-observed systems timed models, including timed automata and hybrid automata stochastic models for discrete event systems and controlled Markov chains discrete event simulation an introduction to stochastic hybrid systems sensitivity analysis and optimization of discrete event and hybrid systems new in the third edition: opacity properties, enhanced coverage of supervisory control, overview of latest software tools This proven textbook is essential to advanced-level students and researchers in a variety of disciplines where the study of discrete event systems is relevant: control, communications, computer engineering, computer science, manufacturing engineering, transportation networks, operations research, and industrial engineering. ​Christos G. Cassandras is Distinguished Professor of Engineering, Professor of Systems Engineering, and Professor of Electrical and Computer Engineering at Boston University. Stéphane Lafortune is Professor of Electrical Engineering and Computer Science at the University of Michigan, Ann Arbor.

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