Metropolis criterion based fuzzy Q-learning energy management for smart grids
文献类型：期刊论文
| 作者 | Li X(李鑫); Zang CZ(臧传治) ; Liu WW(刘文伟); Zeng P(曾鹏); Yu HB(于海斌)
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| 刊名 | Telkomnika
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| 出版日期 | 2012 |
| 卷号 | 10期号:8页码:1956-1962 |
| 关键词 | Consumer behavior |
| ISSN号 | 2302-4046 |
| 产权排序 | 2 |
| 通讯作者 | 李鑫 |
| 中文摘要 | For the energy management problems for demand response in electricity grid, a Metropolis Criterion based fuzzy Q-learning consumer energy management controller (CEMC) is proposed. Because of the uncertainties and highly time-varying, it is not easy to accurately obtain the complete information for the consumer behavior in electricity grid. In this case, the Q-learning, which is independent of mathematic model, and prior-knowledge, has good performance. The fuzzy inference and Metropolis Criterion are introduced in order to facilitate generalization in large state space and balance exploration and exploitation in action selection in Q-learning individually. Simulation results show that the proposed controller can learn to take the best action to regulate consumer behavior with the features of low average end-user financial costs and high consumer satisfaction. © 2012 Universitas Ahmad Dahlan. |
| 收录类别 | EI |
| 语种 | 英语 |
| 公开日期 | 2013-04-21 |
| 源URL | [http://ir.sia.cn/handle/173321/10570]  |
| 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,Zang CZ,Liu WW,et al. Metropolis criterion based fuzzy Q-learning energy management for smart grids[J]. Telkomnika,2012,10(8):1956-1962. |
| APA | Li X,Zang CZ,Liu WW,Zeng P,&Yu HB.(2012).Metropolis criterion based fuzzy Q-learning energy management for smart grids.Telkomnika,10(8),1956-1962. |
| MLA | Li X,et al."Metropolis criterion based fuzzy Q-learning energy management for smart grids".Telkomnika 10.8(2012):1956-1962. |
入库方式： OAI收割
来源：沈阳自动化研究所
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