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题名: Hierarchical simulated annealing-reinforcement learning energy management for smart grids
作者: Li X(李鑫); Zang CZ(臧传治); Qin XN(秦晓宁); Zhang, Yang; Yu, Dan
作者部门: 工业控制网络与系统研究室
会议名称: 2013 International Conference on Advances in Energy and Environmental Science, ICAEES 2013
会议日期: July 30-31, 2013
会议地点: Guangzhou, China
会议录: Advanced Materials Research
会议录出版者: Trans Tech Publications Ltd,
会议录出版地: Zurich-Durnten, Switzerland
出版日期: 2013
页码: 1206-1209
收录类别: EI
ISSN号: 1022-6680
ISBN号: 9783037858615
关键词: Energy management ; Simulated annealing ; Smart power grids
摘要: For energy management problems in smart grid, a hybrid intelligent hierarchical controller based on simulated annealing (SA) and reinforcement learning (RL) is proposed. The SA is used to adjust the parameters of the controller. The RL algorithm shows the particular superiority, which is independent of the mathematic model and just needs simple fuzzy information obtained through trial-and-error and interaction with the environment. 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) Trans Tech Publications, Switzerland.
语种: 英语
产权排序: 2
内容类型: 会议论文
URI标识: http://ir.sia.cn/handle/173321/13873
Appears in Collections:工业控制网络与系统研究室_会议论文

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Recommended Citation:
Li X,Zang CZ,Qin XN,et al. Hierarchical simulated annealing-reinforcement learning energy management for smart grids[C]. 见:2013 International Conference on Advances in Energy and Environmental Science, ICAEES 2013. Guangzhou, China. July 30-31, 2013.
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