Adaptive Dynamic Programming-Based Optimal Control Scheme for Energy Storage Systems With Solar Renewable Energy
文献类型：期刊论文
| 作者 | Wei, Qinglai1,2 ; Shi, Guang1,2; Song, Ruizhuo3; Liu, Yu4
|
| 刊名 | IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS
 |
| 出版日期 | 2017-07-01 |
| 卷号 | 64期号:7页码:5468-5478 |
| 关键词 | Adaptive Critic Designs Adaptive Dynamic Programming (Adp) Approximate Dynamic Programming Energy Storage Energy Storage System Optimal Control Solar Renewable Energy |
| DOI | 10.1109/TIE.2017.2674581 |
| 文献子类 | Article |
| 英文摘要 | In this paper, a novel optimal energy storage control scheme is investigated in smart grid environments with solar renewable energy. Based on the idea of adaptive dynamic programming (ADP), a self-learning algorithm is constructed to obtain the iterative control law sequence of the battery. Based on the data of the real-time electricity price (electricity rate in brief), the load demand (load in brief), and the solar renewable energy (solar energy in brief), the optimal performance index function, which minimizes the total electricity cost and simultaneously extends the battery's lifetime, is established. A new analysis method of the iterative ADP algorithm is developed to guarantee the convergence of the iterative value function to the optimum under iterative control law sequence for any time index in a period. Numerical results and comparisons are presented to illustrate the effectiveness of the developed algorithm. |
| WOS关键词 | TIME NONLINEAR-SYSTEMS ; REINFORCEMENT ; OPTIMIZATION ; MANAGEMENT |
| WOS研究方向 | Automation & Control Systems ; Engineering ; Instruments & Instrumentation |
| 语种 | 英语 |
| WOS记录号 | WOS:000403011200023 |
| 资助机构 | National Natural Science Foundation of China(61374105 ; 61533017 ; 61273140 ; 61673054 ; 61503379 ; 61233001) |
| 源URL | [http://ir.ia.ac.cn/handle/173211/13628]  |
| 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 | 1.Chinese Acad Sci, Inst Automat, State Key Lab Management & Control Complex Syst, Beijing 100190, Peoples R China 2.Univ Chinese Acad Sci, Beijing 100049, Peoples R China 3.Univ Sci & Technol Beijing, Sch Automat & Elect Engn, Beijing 100083, Peoples R China 4.Chinese Acad Sci, Inst Automat, Beijing 100190, Peoples R China |
| 推荐引用方式 GB/T 7714 | Wei, Qinglai,Shi, Guang,Song, Ruizhuo,et al. Adaptive Dynamic Programming-Based Optimal Control Scheme for Energy Storage Systems With Solar Renewable Energy[J]. IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS,2017,64(7):5468-5478. |
| APA | Wei, Qinglai,Shi, Guang,Song, Ruizhuo,&Liu, Yu.(2017).Adaptive Dynamic Programming-Based Optimal Control Scheme for Energy Storage Systems With Solar Renewable Energy.IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS,64(7),5468-5478. |
| MLA | Wei, Qinglai,et al."Adaptive Dynamic Programming-Based Optimal Control Scheme for Energy Storage Systems With Solar Renewable Energy".IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS 64.7(2017):5468-5478. |
入库方式： OAI收割
来源：自动化研究所
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