Stochastic Teams Games And Control Under Information Constraints

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Stochastic Teams, Games, and Control under Information Constraints

Author : Serdar Yüksel,Tamer Başar
Publisher : Birkhäuser
Page : 0 pages
File Size : 41,6 Mb
Release : 2024-04-26
Category : Science
ISBN : 3031540700

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Stochastic Teams, Games, and Control under Information Constraints by Serdar Yüksel,Tamer Başar Pdf

This monograph presents a mathematically rigorous and accessible treatment of the interaction between information, decision, control, and probability in single-agent and multi-agent systems. The book provides a comprehensive and unified theory of information structures for stochastic control, stochastic teams, stochastic games, and networked control systems. Part I of the text is concerned with a general mathematical theory of information structures for stochastic teams, leading to systematic characterizations and classifications, geometric and topological properties, implications on existence, approximations and relaxations, their comparison, and regularity of optimal solutions in information. Information structures in stochastic games are then considered in Part II, and the dependence of equilibrium solutions and behavior on information is demonstrated. Part III studies information design through information theory in networked control systems – both linear and nonlinear – and discusses optimality and stability criteria. Finally, Part IV introduces information and signaling games under several solution concepts, with applications to prior mismatch, cost mismatch and privacy, reputation games and jamming. This text will be a valuable resource for researchers and graduate students interested in control theory, information theory, statistics, game theory, and applied mathematics. Readers should be familiar with the basics of linear systems theory, stochastic processes, and Markov chains.

Stochastic Networked Control Systems

Author : Serdar Yüksel,Tamer Başar
Publisher : Springer Science & Business Media
Page : 491 pages
File Size : 54,9 Mb
Release : 2013-05-21
Category : Mathematics
ISBN : 9781461470854

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Stochastic Networked Control Systems by Serdar Yüksel,Tamer Başar Pdf

Networked control systems are increasingly ubiquitous today, with applications ranging from vehicle communication and adaptive power grids to space exploration and economics. The optimal design of such systems presents major challenges, requiring tools from various disciplines within applied mathematics such as decentralized control, stochastic control, information theory, and quantization. A thorough, self-contained book, Stochastic Networked Control Systems: Stabilization and Optimization under Information Constraints aims to connect these diverse disciplines with precision and rigor, while conveying design guidelines to controller architects. Unique in the literature, it lays a comprehensive theoretical foundation for the study of networked control systems, and introduces an array of concrete tools for work in the field. Salient features included: · Characterization, comparison and optimal design of information structures in static and dynamic teams. Operational, structural and topological properties of information structures in optimal decision making, with a systematic program for generating optimal encoding and control policies. The notion of signaling, and its utilization in stabilization and optimization of decentralized control systems. · Presentation of mathematical methods for stochastic stability of networked control systems using random-time, state-dependent drift conditions and martingale methods. · Characterization and study of information channels leading to various forms of stochastic stability such as stationarity, ergodicity, and quadratic stability; and connections with information and quantization theories. Analysis of various classes of centralized and decentralized control systems. · Jointly optimal design of encoding and control policies over various information channels and under general optimization criteria, including a detailed coverage of linear-quadratic-Gaussian models. · Decentralized agreement and dynamic optimization under information constraints. This monograph is geared toward a broad audience of academic and industrial researchers interested in control theory, information theory, optimization, economics, and applied mathematics. It could likewise serve as a supplemental graduate text. The reader is expected to have some familiarity with linear systems, stochastic processes, and Markov chains, but the necessary background can also be acquired in part through the four appendices included at the end. · Characterization, comparison and optimal design of information structures in static and dynamic teams. Operational, structural and topological properties of information structures in optimal decision making, with a systematic program for generating optimal encoding and control policies. The notion of signaling, and its utilization in stabilization and optimization of decentralized control systems. · Presentation of mathematical methods for stochastic stability of networked control systems using random-time, state-dependent drift conditions and martingale methods. · Characterization and study of information channels leading to various forms of stochastic stability such as stationarity, ergodicity, and quadratic stability; and connections with information and quantization theories. Analysis of various classes of centralized and decentralized control systems. · Jointly optimal design of encoding and control policies over various information channels and under general optimization criteria, including a detailed coverage of linear-quadratic-Gaussian models. · Decentralized agreement and dynamic optimization under information constraints. This monograph is geared toward a broad audience of academic and industrial researchers interested in control theory, information theory, optimization, economics, and applied mathematics. It could likewise serve as a supplemental graduate text. The reader is expected to have some familiarity with linear systems, stochastic processes, and Markov chains, but the necessary background can also be acquired in part through the four appendices included at the end.

Handbook of Reinforcement Learning and Control

Author : Kyriakos G. Vamvoudakis,Yan Wan,Frank L. Lewis,Derya Cansever
Publisher : Springer Nature
Page : 833 pages
File Size : 41,7 Mb
Release : 2021-06-23
Category : Technology & Engineering
ISBN : 9783030609900

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Handbook of Reinforcement Learning and Control by Kyriakos G. Vamvoudakis,Yan Wan,Frank L. Lewis,Derya Cansever Pdf

This handbook presents state-of-the-art research in reinforcement learning, focusing on its applications in the control and game theory of dynamic systems and future directions for related research and technology. The contributions gathered in this book deal with challenges faced when using learning and adaptation methods to solve academic and industrial problems, such as optimization in dynamic environments with single and multiple agents, convergence and performance analysis, and online implementation. They explore means by which these difficulties can be solved, and cover a wide range of related topics including: deep learning; artificial intelligence; applications of game theory; mixed modality learning; and multi-agent reinforcement learning. Practicing engineers and scholars in the field of machine learning, game theory, and autonomous control will find the Handbook of Reinforcement Learning and Control to be thought-provoking, instructive and informative.

Quantitative Evaluation of Systems

Author : Gethin Norman,William Sanders
Publisher : Springer
Page : 435 pages
File Size : 50,5 Mb
Release : 2014-08-27
Category : Computers
ISBN : 9783319106960

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Quantitative Evaluation of Systems by Gethin Norman,William Sanders Pdf

This book constitutes the proceedings of the 11th International Conference on Quantitative Evaluation of Systems, QEST 2014, held in Florence, Italy, in September 2014. The 24 full papers and 5 short papers included in this volume were carefully reviewed and selected from 61 submissions. They are organized in topical sections named: Kronecker and product form methods; hybrid systems; mean field/population analysis; models and tools; simulation; queueing, debugging and tools; process algebra and equivalences; automata and Markov process theory; applications, theory and tools; and probabilistic model checking.

Control Subject to Computational and Communication Constraints

Author : Sophie Tarbouriech,Antoine Girard,Laurentiu Hetel
Publisher : Springer
Page : 376 pages
File Size : 52,5 Mb
Release : 2018-06-01
Category : Technology & Engineering
ISBN : 9783319784496

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Control Subject to Computational and Communication Constraints by Sophie Tarbouriech,Antoine Girard,Laurentiu Hetel Pdf

This book provides a broad overview of the current problems, challenges and solutions in the field of control theory, communication theory and computational resources management. Recent results on dynamical systems, which open new opportunities for research and challenges to be addressed in the future, are proposed in the context of computational and communication constraints. In order to take into the account complex phenomena, such as nonlinearities, time-varying parameters and limited availability of information, the book proposes new approaches for open problems with both theoretical and practical significance. The contributors’ research is centred on robust stability and performance of control loops that are subject to computational and communication constraints. A particular focus is placed on the presence of constraints in communication and computation, which is a critical issue in networked control systems and cyber-physical systems. The contributions, which rely on the development of novel paradigms are provided are by leading experts in the field from all over the world, thus providing readers with the most accurate solutions for the constraints. Control subject to Computational and Communication Constraints highlights many problems encountered by control researchers, while also informing graduate students of the many interesting ideas at the frontier between control theory, information theory and computational theory. The book is also a useful point of reference for engineers and practitioners, and the survey chapters will assist instructors in lecture preparation.

Advances in Dynamic Games and Applications

Author : Jerzy A. Filar,Vladimir Gaitsgory,Koichi Mizukami
Publisher : Springer Science & Business Media
Page : 459 pages
File Size : 45,8 Mb
Release : 2012-12-06
Category : Mathematics
ISBN : 9781461213369

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Advances in Dynamic Games and Applications by Jerzy A. Filar,Vladimir Gaitsgory,Koichi Mizukami Pdf

Modem game theory has evolved enonnously since its inception in the 1920s in the works ofBorel and von Neumann and since publication in the 1940s of the seminal treatise "Theory of Games and Economic Behavior" by von Neumann and Morgenstern. The branch of game theory known as dynamic games is-to a significant extent-descended from the pioneering work on differential games done by Isaacs in the 1950s and 1960s. Since those early decades game theory has branched out in many directions, spanning such diverse disciplines as mathematics, economics, electrical and electronics engineering, operations research, computer science, theoretical ecology, environmental science, and even political science. The papers in this volume reflect both the maturity and the vitality of modem day game theory in general, and of dynamic games, in particular. The maturity can be seen from the sophistication of the theorems, proofs, methods, and numerical algorithms contained in these articles. The vitality is manifested by the range of new ideas, new applications, the numberofyoung researchers among the authors, and the expanding worldwide coverage of research centers and institutes where the contributions originated

Journal of the Indian Institute of Science

Author : Indian Institute of Science, Bangalore
Publisher : Unknown
Page : 374 pages
File Size : 49,5 Mb
Release : 1995
Category : Science
ISBN : UCSD:31822008723975

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Journal of the Indian Institute of Science by Indian Institute of Science, Bangalore Pdf

Systems Engineering for Power

Author : United States. Division of Electric Energy Systems. Systems Management & Structuring
Publisher : Unknown
Page : 212 pages
File Size : 54,5 Mb
Release : 1978
Category : Electric power systems
ISBN : UOM:39015095245844

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Systems Engineering for Power by United States. Division of Electric Energy Systems. Systems Management & Structuring Pdf

Systems engineering for power

Author : Anonim
Publisher : Unknown
Page : 378 pages
File Size : 49,8 Mb
Release : 1979
Category : Electronic
ISBN : STANFORD:36105211303099

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Systems engineering for power by Anonim Pdf

Preprints of Technical Papers

Author : Anonim
Publisher : Unknown
Page : 990 pages
File Size : 51,9 Mb
Release : 1971
Category : Automatic control
ISBN : UOM:39015002038449

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Preprints of Technical Papers by Anonim Pdf

Optimal Control

Author : Zoran Gajic,Myo-Taeg Lim,Dobrila Skataric,Wu-Chung Su,Vojislav Kecman
Publisher : CRC Press
Page : 154 pages
File Size : 53,9 Mb
Release : 2018-10-03
Category : Technology & Engineering
ISBN : 9781351837675

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Optimal Control by Zoran Gajic,Myo-Taeg Lim,Dobrila Skataric,Wu-Chung Su,Vojislav Kecman Pdf

Unique in scope, Optimal Control: Weakly Coupled Systems and Applications provides complete coverage of modern linear, bilinear, and nonlinear optimal control algorithms for both continuous-time and discrete-time weakly coupled systems, using deterministic as well as stochastic formulations. This book presents numerous applications to real world systems from various industries, including aerospace, and discusses the design of subsystem-level optimal filters. Organized into independent chapters for easy access to the material, this text also contains several case studies, examples, exercises, computer assignments, and formulations of research problems to help instructors and students.

The New Palgrave Dictionary of Economics

Author : Anonim
Publisher : Springer
Page : 7493 pages
File Size : 43,9 Mb
Release : 2016-05-18
Category : Law
ISBN : 9781349588022

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The New Palgrave Dictionary of Economics by Anonim Pdf

The award-winning The New Palgrave Dictionary of Economics, 2nd edition is now available as a dynamic online resource. Consisting of over 1,900 articles written by leading figures in the field including Nobel prize winners, this is the definitive scholarly reference work for a new generation of economists. Regularly updated! This product is a subscription based product.

Differential Games and Related Topics

Author : Harold William Kuhn,G. P. Szegö
Publisher : Unknown
Page : 512 pages
File Size : 43,5 Mb
Release : 1971
Category : Differential games
ISBN : UCAL:B4406172

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Differential Games and Related Topics by Harold William Kuhn,G. P. Szegö Pdf

Information and Efficiency in Economic Decision

Author : Jati Sengupta
Publisher : Springer Science & Business Media
Page : 478 pages
File Size : 51,7 Mb
Release : 2012-12-06
Category : Business & Economics
ISBN : 9789400950535

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Information and Efficiency in Economic Decision by Jati Sengupta Pdf

Use of information is basic to economic theory in two ways. As a basis for optimization, it is central to all normative hypotheses used in eco nomics, but in decision-making situations it has stochastic and evolution ary aspects that are more dynamic and hence more fundamental. This book provides an illustrative survey of the use of information in econom ics and other decision sciences. Since this area is one of the most active fields of research in modern times, it is not possible to be definitive on all aspects of the issues involved. However questions that appear to be most important in this author's view are emphasized in many cases, without drawing any definite conclusions. It is hoped that these questions would provoke new interest for those beginning researchers in the field who are currently most active. Various classifications of information structures and their relevance for optimal decision-making in a stochastic environment are analyzed in some detail. Specifically the following areas are illustrated in its analytic aspects: 1. Stochastic optimization in linear economic models, 2. Stochastic models in dynamic economics with problems of time-inc- sistency, causality and estimation, 3. Optimal output-inventory decisions in stochastic markets, 4. Minimax policies in portfolio theory, 5. Methods of stochastic control and differential games, and 6. Adaptive information structures in decision models in economics and the theory of economic policy.