Distributed Optimization: Advances in Theories, Methods, and Applications

Name: Distributed Optimization: Advances in Theories, Methods, and Applications
Brand: Springer Verlag, Singapore
SKU: 9789811561085
Price: 550.51 RON
Availability: InStock

Autor: Qingguo Lv, Zheng Wang

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Legare: Copertă tare

Editura: Springer Verlag, Singapore

Disponibilitate: În depozitul extern

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This book offers a valuable reference guide for researchers in distributed optimization and for seni...

Informații despre carte

Autor

Qingguo Lv, Zheng Wang

Limbă

engleză

Legare

Carte - Copertă tare

Publicat

2020

Pagini

243

EAN

9789811561085

ISBN

9811561087

Enbook ID

32791725

Editura

Springer Verlag, Singapore

Greutate

565

Dimensiuni

155 x 235 x 20

Descriere completă

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.

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Distributed Optimization: Advances in Theories, Methods, and Applications

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