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Distributed Optimization: Advances in Theories, Methods, and Applications

Li, Huaqing; L�, Qingguo; Wang, Zheng; Liao, Xiaofeng; Huang, Tingwen

Edit� par Springer, 2021

ISBN 10 : 9811561117 ISBN 13 : 9789811561115

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Distributed Optimization: Advances in Theories, Methods, and Applications

Huaqing Li

Edit� par Springer Nature Singapore Aug 2021, 2021

ISBN 10 : 9811561117 ISBN 13 : 9789811561115

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Taschenbuch. Etat : 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. N� de r�f. du vendeur 9789811561115

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Distributed Optimization: Advances in Theories, Methods, and Applications

Li, Huaqing

Edit� par Springer 2021-08, 2021

ISBN 10 : 9811561117 ISBN 13 : 9789811561115

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PF. Etat : New. N� de r�f. du vendeur 6666-IUK-9789811561115

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Distributed Optimization: Advances in Theories, Methods, and Applications

Li, Huaqing; L�, Qingguo; Wang, Zheng; Liao, Xiaofeng; Huang, Tingwen

Edit� par Springer, 2021

ISBN 10 : 9811561117 ISBN 13 : 9789811561115

Neuf Couverture souple

Vendeur : Ria Christie Collections, Uxbridge, Royaume-Uni

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Distributed Optimization: Advances in Theories, Methods, and Applications

Huaqing Li

Edit� par Springer Nature Singapore, Springer Nature Singapore, 2021

ISBN 10 : 9811561117 ISBN 13 : 9789811561115

Neuf Taschenbuch

Vendeur : AHA-BUCH GmbH, Einbeck, Allemagne

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Taschenbuch. Etat : 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. N� de r�f. du vendeur 9789811561115

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Distributed Optimization: Advances in Theories, Methods, and Applications

Li, Huaqing|L�, Qingguo|Wang, Zheng|Liao, Xiaofeng|Huang, Tingwen

Edit� par 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. Etat : 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. N� de r�f. du vendeur 486987722

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