Pricing scheme based Nash Q-learning load control in smart grids
文献类型：会议论文
| 作者 | Li X(李鑫); Qin XN(秦晓宁); Zang CZ(臧传治) ; Che WW(车伟伟)
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| 出版日期 | 2013 |
| 会议名称 | 2013 25th Chinese Control and Decision Conference, CCDC 2013 |
| 会议日期 | May 25-27, 2013 |
| 会议地点 | Guiyang, China |
| 关键词 | Controllers Costs Electric frequency control Press load control |
| 页码 | 5198-5202 |
| 中文摘要 | Calls to improve customer participation as a key element of smart grids have reinvigorated interest in demand-side features such as load control for residential users. For the load control problems, a pricing scheme based Nash Q-learning load controller is proposed. It considers a game with some non-cooperative energy equipments. The energy pricing scheme is introduced to the design of the reward value in the learning process of Q-learning. Because of the uncertainties and highly time-varying, the Nash Q-learning, which is independent of mathematic model, is adopted to deal with the incomplete information for smart grid. By means of learning procedures, the proposed controller can learn to take the best actions to regulate the energy usage for equipments with the features of high comfortable for energy usage and low electric charge meanwhile. Simulation results show that the proposed load controller can promote the performance energy usage in smart grids. © 2013 IEEE. |
| 收录类别 | EI ; CPCI（ISTP） |
| 产权排序 | 3 |
| 会议录 | 2013 25th Chinese Control and Decision Conference, CCDC 2013
 |
| 会议录出版者 | IEEE Computer Society |
| 会议录出版地 | Washington, United States |
| 语种 | 英语 |
| ISBN号 | 978-1-4673-5532-2 |
| WOS记录号 | WOS:000326977305050 |
| 源URL | [http://ir.sia.cn/handle/173321/12429]  |
| 专题 | 沈阳自动化研究所_工业控制网络与系统研究室 |
| 推荐引用方式 GB/T 7714 | Li X,Qin XN,Zang CZ,et al. Pricing scheme based Nash Q-learning load control in smart grids[C]. 见:2013 25th Chinese Control and Decision Conference, CCDC 2013. Guiyang, China. May 25-27, 2013. |
入库方式： OAI收割
来源：沈阳自动化研究所
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