摘要
The ever-increasing heterogeneity and population of demand-side flexible resources have brought challenges to the demand-side management. The decentralized coordination of the large population of heterogeneous demand-side resource, including electric vehicles (EVs), industrial flexible demands (IFDs), and thermostatically controlled loads (TCLs), is computationally hard. Therefore, this paper proposes a generalized flexibility model for the heterogeneous demand-side resources. Based on the generalized model, mean-field gamebased coordination method is adopted, where the existence and uniqueness of the non-cooperative equilibrium are proved. To obtain the equilibrium point in the retail electricity market, we proposed a Mann accelerated decentralized solution method to coordinate the strategic self-management. The algorithm is proved to converge to the ϵ-Nash equilibrium. The efficiency and scalability of the proposed method is validated in the retail electricity market containing 3000 demand-side resources.
| 源语言 | 英语 |
|---|---|
| 主期刊名 | 2023 IEEE Power and Energy Society General Meeting, PESGM 2023 |
| 出版商 | IEEE Computer Society |
| ISBN(电子版) | 9781665464413 |
| DOI | |
| 出版状态 | 已出版 - 2023 |
| 活动 | 2023 IEEE Power and Energy Society General Meeting, PESGM 2023 - Orlando, 美国 期限: 16 7月 2023 → 20 7月 2023 |
出版系列
| 姓名 | IEEE Power and Energy Society General Meeting |
|---|---|
| 卷 | 2023-July |
| ISSN(印刷版) | 1944-9925 |
| ISSN(电子版) | 1944-9933 |
会议
| 会议 | 2023 IEEE Power and Energy Society General Meeting, PESGM 2023 |
|---|---|
| 国家/地区 | 美国 |
| 市 | Orlando |
| 时期 | 16/07/23 → 20/07/23 |
联合国可持续发展目标
此成果有助于实现下列可持续发展目标:
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可持续发展目标 7 经济适用的清洁能源
学术指纹
探究 'Non-Cooperative Equilibrium for Heterogeneous Demand-Side Flexible Resources in Retail Electricity Markets' 的科研主题。它们共同构成独一无二的指纹。引用此
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