Distributed Optimization, Game and Learning Algorithms: Theory and Applications in Smart Grid Systems...

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Huiwei Wang Huaqing Li

Distributed Optimization, Game and Learning Algorithms

Theory and Applications in Smart Grid Systems

Huiwei Wang, Huaqing Li, Bo Zhou

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English

Springer Verlag, Singapore
06 January 2022

Optimisation; Game theory; Power networks, systems, stations & plants

This book provides the fundamental theory of distributed optimization, game and learning. It includes those working directly in optimization,-and also many other issues like time-varying topology, communication delay, equality or inequality constraints,-and random projections. This book is meant for the researcher and engineer who uses distributed optimization, game and learning theory in fields like dynamic economic dispatch, demand response management and PHEV routing of smart grids.

By: Huiwei Wang, Huaqing Li, Bo Zhou
Imprint: Springer Verlag, Singapore
Country of Publication: Singapore
Edition: 2021 ed.
Dimensions: Height: 235mm, Width: 155mm,
Weight: 367g
ISBN: 9789813345300
ISBN 10: 9813345306
Pages: 217
Publication Date: 06 January 2022
Audience: Professional and scholarly , Undergraduate
Format: Paperback
Publisher's Status: Active

Cooperative Distributed Optimization in Multiagent Networks with Delays.- Constrained Consensus of Multi-Agent Systems with Time-Varying Topology.- Distributed Optimization under Inequality Constraints and Random Projections.- Accelerated Distributed Optimization over Digraphs with Stochastic Matrices.- Linear Convergence for Constrained Optimization over Time-Varying Digraphs.- Stochastic Gradient-Push for Economic Dispatch on Time-Varying Digraphs.- Reinforcement Learning in Energy Trading Game Among Smart Microgrids.- Reinforcement Learning for Constrained Games with Incomplete Information.- Reinforcement Learning for PHEV Route Choice based on Congestion Game.

Huiwei WANG received his Ph.D. in Computer Science from Chongqing University, China, in 2014. Now, he is Associate Professor in Southwest University, China. He was Postdoctoral Research Associate with Texas A&M University at Qatar, from 2014 to 2016, and Research Fellow with the University of New South Wales, Australia, from 2019 to 2020. Huaqing LI received his Ph.D. in Computer Science from Chongqing University, China, in 2013. Now, he is Professor in Southwest University, China. He was Postdoctoral Research Associate with the University of Sydney, Australia, from 2014 to 2015, and Research Fellow with Nanyang Technological University, Singapore from, 2015 to 2016. Bo ZHOU received his Ph.D. in Applied Mathematics from Southwest University, China, in 2016. Now, he is Associate professor in Chongqing Jiaotong University, China.