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Distributed Economic Operation in Smart Grid: Model-Based and Model-Free Perspectives

Part of the Studies in Systems, Decision and Control Book Series (volume 455)

DOI: 10.1007/978-981-19-8594-2

ISBN: 978-981-19-8593-5

Publisher: Springer Nature Singapore - Springer Journals

Jan 26, 2023

1 - 5 of 5 Chapters

LitStream

Chapter 1Introduction

Qin, Jiahu; Wan, Yanni; Li, Fangyuan; Kang, Yu; Fu, Weiming

Pages: 1 –13

[The electric power system has become the backbone of the modern society since the first complete electric power system built by Thomas Alva Edison in 1882.]
LitStream

Chapter 2Preliminaries

Qin, Jiahu; Wan, Yanni; Li, Fangyuan; Kang, Yu; Fu, Weiming

Pages: 15 –22

[In this chapter, some basic concepts, definitions, and lemmas are introduced, including graph theory, multi-agent system consensus algorithms, related optimization algorithms, reinforcement learning, and game theory.]
LitStream

Chapter 3Model-Based Distributed Optimization

Qin, Jiahu; Wan, Yanni; Li, Fangyuan; Kang, Yu; Fu, Weiming

Pages: 23 –108

[In this chapter, we investigate the fundamental economic operation problems in smart grid from model-based perspective, including EDP, DR, UCP, and OPF. Specifically, the optimization problems can be modeled as the deterministic models and we propose some distributed optimization algorithms by...
LitStream

Chapter 4Model-Free Distributed Optimization

Qin, Jiahu; Wan, Yanni; Li, Fangyuan; Kang, Yu; Fu, Weiming

Pages: 109 –173

[In this chapter, we move to address the fundamental optimization problems in smart grid from a model-free perspective due to the randomness of the large-scale renewable energies and the flexibility of the load units. That is to say, these fundamental problems cannot be directly modeled as...
LitStream

Chapter 5Extensions to PEVs Charging/Discharging Scheduling

Qin, Jiahu; Wan, Yanni; Li, Fangyuan; Kang, Yu; Fu, Weiming

Pages: 175 –237

[In this chapter, we extend the idea of model-based and model-free algorithms to PEVs charging/discharging scheduling problem, which aims to determine the charging/discharging behavior of PEVs under an unknown environment so as to minimize the charging cost of PEV owners while satisfying the...

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