Adaptive Dynamic Programming-Based Optimal Control Scheme for Energy Storage Systems With Solar Renewable Energy
Wei, Qinglai1,2; Shi, Guang1,2; Song, Ruizhuo3; Liu, Yu4
2017-07-01
发表期刊IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS
卷号64期号:7页码:5468-5478
文章类型Article
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.
关键词Adaptive Critic Designs Adaptive Dynamic Programming (Adp) Approximate Dynamic Programming Energy Storage Energy Storage System Optimal Control Solar Renewable Energy
WOS标题词Science & Technology ; Technology
DOI10.1109/TIE.2017.2674581
关键词[WOS]TIME NONLINEAR-SYSTEMS ; REINFORCEMENT ; OPTIMIZATION ; MANAGEMENT
收录类别SCI
语种英语
项目资助者National Natural Science Foundation of China(61374105 ; 61533017 ; 61273140 ; 61673054 ; 61503379 ; 61233001)
WOS研究方向Automation & Control Systems ; Engineering ; Instruments & Instrumentation
WOS类目Automation & Control Systems ; Engineering, Electrical & Electronic ; Instruments & Instrumentation
WOS记录号WOS:000403011200023
引用统计
文献类型期刊论文
条目标识符http://ir.ia.ac.cn/handle/173211/13628
专题复杂系统管理与控制国家重点实验室_平行控制
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
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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.
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