Items related to Distributed Optimization: Advances in Theories, Methods,...
- PublisherSpringer
- Publication date2021
- ISBN 10 9811561117
- ISBN 13 9789811561115
- BindingPaperback
- LanguageEnglish
- Edition number1
- Number of pages261
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Distributed Optimization: Advances in Theories, Methods, and Applications
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Distributed Optimization: Advances in Theories, Methods, and Applications
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Distributed Optimization: Advances in Theories, Methods, and Applications
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Distributed Optimization: Advances in Theories, Methods, and Applications
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Springer Nature Singapore Aug 2021, 2021
ISBN 10: 9811561117
ISBN 13: 9789811561115
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Taschenbuch
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Taschenbuch. Condition: Neu. This item is printed on demand - it takes 3-4 days longer - Neuware -This book offers a valuable reference guide for researchers in distributed optimization and for senior undergraduate and graduate students alike. Focusing on the natures and functions of agents, communication networks and algorithms in the context of distributed optimization for networked control systems, this book introduces readers to the background of distributed optimization; recent developments in distributed algorithms for various types of underlying communication networks; the implementation of computation-efficient and communication-efficient strategies in the execution of distributed algorithms; and the frameworks of convergence analysis and performance evaluation. On this basis, the book then thoroughly studies 1) distributed constrained optimization and the random sleep scheme, from an agent perspective; 2) asynchronous broadcast-based algorithms, event-triggered communication, quantized communication, unbalanced directed networks, and time-varying networks, from a communication network perspective; and 3) accelerated algorithms and stochastic gradient algorithms, from an algorithm perspective. Finally, the applications of distributed optimization in large-scale statistical learning, wireless sensor networks, and for optimal energy management in smart grids are discussed. 264 pp. Englisch. Seller Inventory # 9789811561115
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Distributed Optimization: Advances in Theories, Methods, and Applications
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Springer Nature Singapore, Springer Nature Singapore, 2021
ISBN 10: 9811561117
ISBN 13: 9789811561115
New
Taschenbuch
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Taschenbuch. Condition: Neu. Druck auf Anfrage Neuware - Printed after ordering - This book offers a valuable reference guide for researchers in distributed optimization and for senior undergraduate and graduate students alike. Focusing on the natures and functions of agents, communication networks and algorithms in the context of distributed optimization for networked control systems, this book introduces readers to the background of distributed optimization; recent developments in distributed algorithms for various types of underlying communication networks; the implementation of computation-efficient and communication-efficient strategies in the execution of distributed algorithms; and the frameworks of convergence analysis and performance evaluation. On this basis, the book then thoroughly studies 1) distributed constrained optimization and the random sleep scheme, from an agent perspective; 2) asynchronous broadcast-based algorithms, event-triggered communication, quantized communication, unbalanced directed networks, and time-varying networks, froma communication network perspective; and 3) accelerated algorithms and stochastic gradient algorithms, from an algorithm perspective. Finally, the applications of distributed optimization in large-scale statistical learning, wireless sensor networks, and for optimal energy management in smart grids are discussed. Seller Inventory # 9789811561115
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Distributed Optimization: Advances in Theories, Methods, and Applications
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Springer, Berlin|Springer Nature Singapore|National Natural Science Foundation of China|Springer, 2021
ISBN 10: 9811561117
ISBN 13: 9789811561115
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Kartoniert / Broschiert. Condition: New. Dieser Artikel ist ein Print on Demand Artikel und wird nach Ihrer Bestellung fuer Sie gedruckt. Focusing on the natures and functions of agents, communication networks and algorithms in the context of distributed optimization for networked control systems, this book introduces readers to the background of distributed optimizationThis book offe. Seller Inventory # 486987722
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Distributed Optimization: Advances in Theories, Methods, and Applications
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Paperback. Condition: Brand New. 261 pages. 9.25x6.10x0.55 inches. In Stock. Seller Inventory # x-9811561117
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