Control-Limited Adaptive Dynamic Programming for Multi-Battery Energy Storage Systems
文献类型：期刊论文
| 作者 | Zhu, Yuanheng1,2 ; Zhao, Dongbin1,2; Li, Xiangjun3; Wang, Ding1,2
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| 刊名 | IEEE TRANSACTIONS ON SMART GRID
 |
| 出版日期 | 2019-07-01 |
| 卷号 | 10期号:4页码:4235-4244 |
| 关键词 | Microgrid energy storage system multi-battery management system adaptive dynamic programming control-limited optimization |
| ISSN号 | 1949-3053 |
| DOI | 10.1109/TSG.2018.2854300 |
| 通讯作者 | Zhao, Dongbin(dongbin.zhao@ia.ac.cn) |
| 英文摘要 | When an energy storage system comprises multiple batteries, the optimal scheduling of charging/discharging actions must take into account their different characteristics. To prolong battery lifetime, each battery must stay in their safety zones. Since load demand and energy price vary over time, the value function that reflects future power cost is both state- and time-dependent. To address this control-limited optimization problem, a new adaptive dynamic programming algorithm is proposed. The time-varying optimal value function is subdivided into a sequence of time-invariant functions which are solved by a periodic value iteration. These functions are further approximated by fuzzy systems, and the optimal charging/discharging actions are searched by the projected Newton method. Experiment results show the new algorithm is able to coordinate multiple batteries efficiently in their constrained control space. |
| WOS关键词 | NONLINEAR-SYSTEMS ; ITERATION ; DEVICES |
| 资助项目 | National Natural Science Foundation of China[61603382] ; National Natural Science Foundation of China[61573353] ; National Natural Science Foundation of China[61533017] ; National Natural Science Foundation of China[61773373] ; Science and Technology Foundation of State Grid Corporation of China[DG71-16-008] |
| WOS研究方向 | Engineering |
| 语种 | 英语 |
| WOS记录号 | WOS:000472577500065 |
| 出版者 | IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC |
| 资助机构 | National Natural Science Foundation of China ; Science and Technology Foundation of State Grid Corporation of China |
| 源URL | [http://ir.ia.ac.cn/handle/173211/26045]  |
| 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 |
| 通讯作者 | Zhao, Dongbin |
| 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, Sch Comp & Control Engn, Beijing 100049, Peoples R China 3.China Elect Power Res Inst, State Key Lab Control & Operat Renewable Energy &, Beijing 100192, Peoples R China |
| 推荐引用方式 GB/T 7714 | Zhu, Yuanheng,Zhao, Dongbin,Li, Xiangjun,et al. Control-Limited Adaptive Dynamic Programming for Multi-Battery Energy Storage Systems[J]. IEEE TRANSACTIONS ON SMART GRID,2019,10(4):4235-4244. |
| APA | Zhu, Yuanheng,Zhao, Dongbin,Li, Xiangjun,&Wang, Ding.(2019).Control-Limited Adaptive Dynamic Programming for Multi-Battery Energy Storage Systems.IEEE TRANSACTIONS ON SMART GRID,10(4),4235-4244. |
| MLA | Zhu, Yuanheng,et al."Control-Limited Adaptive Dynamic Programming for Multi-Battery Energy Storage Systems".IEEE TRANSACTIONS ON SMART GRID 10.4(2019):4235-4244. |
入库方式： OAI收割
来源：自动化研究所
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