Simulated annealing based fuzzy Markov game energy management for smart grids
文献类型：会议论文
| 作者 | Zang CZ(臧传治) ; Qin XN(秦晓宁); Li X(李鑫); Jin XZ(金小峥); 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 | Consumer behavior Controllers Energy management Robust control |
| 页码 | 467-472 |
| 中文摘要 | For the energy management problems for demand response in electricity grid, a simulated annealing based fuzzy Markov game 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 fuzzy Markov game offers a promising platform for robust control in the presence of the bounded external disturbances. The energy usage uncontrollable is considered as a disturber. The fuzzy inference and simulated annealing 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 lower end-user financial costs and higher consumer satisfaction. © 2013 IEEE. |
| 收录类别 | EI ; CPCI（ISTP） |
| 产权排序 | 1 |
| 会议录 | 2013 25th Chinese Control and Decision Conference, CCDC 2013
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| 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:000326977300086 |
| 源URL | [http://ir.sia.cn/handle/173321/12433]  |
| 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 | Zang CZ,Qin XN,Li X,et al. Simulated annealing based fuzzy Markov game energy management for 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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