A Novel Dual Iterative Q-Learning Method for Optimal Battery Management in Smart Residential Environments
Wei, Qinglai; Liu, Derong; Shi, Guang; Derong Liu
2015-04-01
发表期刊IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS
卷号62期号:4页码:2509-2518
文章类型Article
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.
关键词Adaptive Critic Designs Adaptive Dynamic Programming (Adp) Approximate Dynamic Programming Neural Networks Optimal Control Q-learning Smart Grid
WOS标题词Science & Technology ; Technology
关键词[WOS]TIME NONLINEAR-SYSTEMS ; ENERGY MANAGEMENT ; POWER-SYSTEM ; REINFORCEMENT
收录类别SCI
语种英语
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:000351406000047
引用统计
被引频次:72[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/173211/8096
专题复杂系统管理与控制国家重点实验室_平行控制
通讯作者Derong Liu
作者单位Chinese Acad Sci, Inst Automat, State Key Lab Management & Control Complex Syst, Beijing 100190, Peoples R China
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GB/T 7714
Wei, Qinglai,Liu, Derong,Shi, Guang,et al. 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,&Derong Liu.(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.
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