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Huaqing Li / Qingguo Lü / Tingwen Huang / Xiaofeng Liao / Zheng Wang
Distributed Optimization: Advances in Theories, Methods, and Applications
- Springer Nature Singapore
- 2020
- Gebunden
- 264 Seiten
- ISBN 9789811561085
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
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