Distributed Optimization: Advances in Theories, Methods, and Applications

Name: Distributed Optimization: Advances in Theories, Methods, and Applications
Brand: Springer Verlag, Singapore
SKU: 9789811561115
Price: 38497 HUF
Availability: InStock

Szerző: Qingguo Lü, Zheng Wang

Nyelv:

Kötés: Puha kötésű

Kiadó: Springer Verlag, Singapore

Elérhetőség: Beszállítói készleten

Küldés 5-8 napon belül

38 497 Ft

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

Információk a könyvről

Szerző

Qingguo Lü, Zheng Wang

Nyelv

Angol

Kötés

Könyv - Puha kötésű

Kiadva

2021

oldal

264

EAN

9789811561115

ISBN

9811561117

Enbook ID

36703122

Kiadó

Springer Verlag, Singapore

Súly

406

Méretek

155 x 235 x 15

Teljes leírás

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.

Érdekelheti

Azok a vásárlók, akik ezt a könyvet megvásárolták, a következőket is megvásárolták

Leggyakrabban keresett

Categories

Authors

Publishers

Termékek

Termékek

Leggyakrabban keresett

Categories

Authors

Publishers

Termékek

Termékek

Distributed Optimization: Advances in Theories, Methods, and Applications

Információk a könyvről

Teljes leírás

Érdekelheti

Azok a vásárlók, akik ezt a könyvet megvásárolták, a következőket is megvásárolták