Hierarchical simulated annealing-reinforcement learning energy management for smart grids
文献类型：会议论文
| 作者 | Li X(李鑫); Zang CZ(臧传治) ; Qin XN(秦晓宁); Zhang, Yang; Yu, Dan
|
| 出版日期 | 2013 |
| 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 |
| 关键词 | Energy management Simulated annealing Smart power grids |
| 页码 | 1206-1209 |
| 中文摘要 | 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. |
| 收录类别 | EI |
| 产权排序 | 2 |
| 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 |
| 语种 | 英语 |
| ISSN号 | 1022-6680 |
| ISBN号 | 978-3-03785-861-5 |
| 源URL | [http://ir.sia.cn/handle/173321/13873]  |
| 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,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. |
入库方式： OAI收割
来源：沈阳自动化研究所
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