Control-Limited Adaptive Dynamic Programming for Multi-Battery Energy Storage Systems
Zhu, Yuanheng1,2; Zhao, Dongbin1,2; Li, Xiangjun3; Wang, Ding1,2
发表期刊IEEE TRANSACTIONS ON SMART GRID
ISSN1949-3053
2019-07-01
卷号10期号:4页码:4235-4244
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.

关键词Microgrid energy storage system multi-battery management system adaptive dynamic programming control-limited optimization
DOI10.1109/TSG.2018.2854300
关键词[WOS]NONLINEAR-SYSTEMS ; ITERATION ; DEVICES
收录类别SCI
语种英语
资助项目National Natural Science Foundation of China[61533017] ; National Natural Science Foundation of China[61573353] ; National Natural Science Foundation of China[61603382] ; National Natural Science Foundation of China[61773373] ; Science and Technology Foundation of State Grid Corporation of China[DG71-16-008] ; National Natural Science Foundation of China[61533017] ; National Natural Science Foundation of China[61573353] ; National Natural Science Foundation of China[61603382] ; 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
WOS类目Engineering, Electrical & Electronic
WOS记录号WOS:000472577500065
出版者IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
七大方向——子方向分类决策智能理论与方法
国重实验室规划方向分类多智能体决策
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引用统计
被引频次:51[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符http://ir.ia.ac.cn/handle/173211/26046
专题多模态人工智能系统全国重点实验室_复杂系统智能机理与平行控制团队
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
第一作者单位中国科学院自动化研究所
通讯作者单位中国科学院自动化研究所
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.
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