Distributed optimization in networked systems : algorithms and applications / Qingguo Lü, Xiaofeng Liao, Huaqing Li, Shaojiang Deng, Shanfu Gao.
Lü, Qingguo, author.; Liao, Xiaofeng, author.; Li, Huaqing (Professor of computer science), author.; Deng, Shaojiang, author.; Gao, Shanfu, author.
2023
TK5105.5
Available Online

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Title Distributed optimization in networked systems : algorithms and applications / Qingguo Lü, Xiaofeng Liao, Huaqing Li, Shaojiang Deng, Shanfu Gao.
Author Lü, Qingguo, author.
ISBN 9789811985591 (electronic bk.)
9811985596 (electronic bk.)
9811985588
9789811985584
DOI https://doi.org/10.1007/978-981-19-8559-1
Published Singapore : Springer, 2023.
Language English
Description 1 online resource (316 pages) : illustrations (black and white, and colour).
Other Standard Identifiers 10.1007/978-981-19-8559-1 doi
Call Number TK5105.5
Dewey Decimal Classification 004.6
Summary This book focuses on improving the performance (convergence rate, communication efficiency, computational efficiency, etc.) of algorithms in the context of distributed optimization in networked systems and their successful application to real-world applications (smart grids and online learning). Readers may be particularly interested in the sections on consensus protocols, optimization skills, accelerated mechanisms, event-triggered strategies, variance-reduction communication techniques, etc., in connection with distributed optimization in various networked systems. This book offers a valuable reference guide for researchers in distributed optimization and for senior undergraduate and graduate students alike.
Bibliography, etc. Note Includes bibliographical references.
Access Note Access limited to authorized users.
Source of Description Description based on print version record.
Added Author Liao, Xiaofeng, author.
Li, Huaqing (Professor of computer science), author.
Deng, Shaojiang, author.
Gao, Shanfu, author.
Series Wireless networks (Springer (Firm))
Available in Other Form DISTRIBUTED OPTIMIZATION IN NETWORKED SYSTEMS.
Linked Resources Online Access
Record Appears in Online Resources > Ebooks
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Chapter 1. Distributed Nesterov-Like Accelerated Algorithms in Networked Systems with Directed Communications
Chapter 2. Distributed Stochastic Projected Gradient Algorithms for Composite Constrained Optimization in Networked Systems
Chapter 3. Distributed Proximal Stochastic Gradient Algorithms for Coupled Composite Optimization in Networked Systems
Chapter 4. Distributed Subgradient Algorithms Based on Event-Triggered Strategy in Networked Systems
Chapter 5. Distributed Accelerated Stochastic Algorithms Based on Event-Triggered Strategy in Networked Systems
Chapter 6. Event-Triggered Based Distributed Optimal Economic Dispatch in Smart Grids
Chapter 7. Fast Distributed Optimal Economic Dispatch in Dynamic Smart Grids with Directed Communications
Chapter 8. Accelerated Distributed Optimal Economic Dispatch in Smart Grids with Directed Communications
Chapter 9. Privacy Preserving Distributed Online Learning with Time-Varying and Directed Communications.

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