A Novel Dual Iterative Q-Learning Method for Optimal Battery Management in Smart Residential Environments
文献类型：期刊论文
| 作者 | Wei, Qinglai ; Liu, Derong; Shi, Guang
|
| 刊名 | IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS
 |
| 出版日期 | 2015-04-01 |
| 卷号 | 62期号:4页码:2509-2518 |
| 关键词 | Adaptive critic designs adaptive dynamic programming (ADP) approximate dynamic programming neural networks optimal control Q-learning smart grid |
| 英文摘要 | In this paper, a novel iterative Q-learning method called "dual iterative Q-learning algorithm" is developed to solve the optimal battery management and control problem in smart residential environments. In the developed algorithm, two iterations are introduced, which are internal and external iterations, where internal iteration minimizes the total cost of power loads in each period, and the external iteration makes the iterative Q-function converge to the optimum. Based on the dual iterative Q-learning algorithm, the convergence property of the iterative Q-learning method for the optimal battery management and control problem is proven for the first time, which guarantees that both the iterative Q-function and the iterative control law reach the optimum. Implementing the algorithm by neural networks, numerical results and comparisons are given to illustrate the performance of the developed algorithm. |
| WOS标题词 | Science & Technology ; Technology |
| 类目[WOS] | Automation & Control Systems ; Engineering, Electrical & Electronic ; Instruments & Instrumentation |
| 研究领域[WOS] | Automation & Control Systems ; Engineering ; Instruments & Instrumentation |
| 关键词[WOS] | TIME NONLINEAR-SYSTEMS ; ENERGY MANAGEMENT ; POWER-SYSTEM ; REINFORCEMENT |
| 收录类别 | SCI |
| 语种 | 英语 |
| WOS记录号 | WOS:000351406000047 |
| 公开日期 | 2015-09-22 |
| 源URL | [http://ir.ia.ac.cn/handle/173211/8096]  |
| 专题 | 自动化研究所_复杂系统管理与控制国家重点实验室_智能化团队 |
| 作者单位 | Chinese Acad Sci, Inst Automat, State Key Lab Management & Control Complex Syst, Beijing 100190, Peoples R China |
| 推荐引用方式 GB/T 7714 | Wei, Qinglai,Liu, Derong,Shi, Guang. A Novel Dual Iterative Q-Learning Method for Optimal Battery Management in Smart Residential Environments[J]. IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS,2015,62(4):2509-2518. |
| APA | Wei, Qinglai,Liu, Derong,&Shi, Guang.(2015).A Novel Dual Iterative Q-Learning Method for Optimal Battery Management in Smart Residential Environments.IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS,62(4),2509-2518. |
| MLA | Wei, Qinglai,et al."A Novel Dual Iterative Q-Learning Method for Optimal Battery Management in Smart Residential Environments".IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS 62.4(2015):2509-2518. |
入库方式： OAI收割
来源：自动化研究所
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