Action dependent heuristic dynamic programming based residential energy scheduling with home energy inter-exchange

doi:10.1016/j.enconman.2015.06.048

CASIA OpenIR > 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

	Action dependent heuristic dynamic programming based residential energy scheduling with home energy inter-exchange
	Xu, Yancai; Liu, Derong; Wei, Qinglai; Qinglai Wei
发表期刊	ENERGY CONVERSION AND MANAGEMENT
	2015-10-01
卷号	103 期号:x 页码:553-561
文章类型	Article
摘要	Residential energy scheduling is a hot topic nowadays in the background of energy saving and environmental protection worldwide. To achieve this objective, a new residential energy scheduling algorithm is developed for energy management, based on action dependent heuristic dynamic programming. The algorithm works under the circumstance of residential real-time pricing and two adjacent housing units with energy inter-exchange, which can reduce the overall cost and enhance renewable energy efficiency after long-term operation. It is designed to obtain the optimal control policy to manage the directions and amounts of electricity energy flux. The algorithm's architecture is mainly constructed based on neural networks, denoting the learned characteristics in the linkage of layers. To get close to real situations, many constraints such as maximum charging/discharging power of batteries are taken into account. The absent energy penalty cost is developed for the first time as a part of the performance index function. When the environment changes, the residential energy scheduling algorithm gains new features and keeps adapting in real-time operations. Simulation results show that the developed algorithm is beneficial to energy conversation. (C) 2015 Elsevier Ltd. All rights reserved.
关键词	Action Dependent Heuristic Dynamic Programming Residential Energy Management Energy Scheduling Control Sequence Control Strategy
WOS标题词	Science & Technology ; Physical Sciences ; Technology
DOI	10.1016/j.enconman.2015.06.048
关键词[WOS]	POWER-SYSTEM ; STORAGE DEVICES ; MANAGEMENT ; CHINA
收录类别	SCI
语种	英语
WOS研究方向	Thermodynamics ; Energy & Fuels ; Mechanics ; Physics
WOS类目	Thermodynamics ; Energy & Fuels ; Mechanics ; Physics, Nuclear
WOS记录号	WOS:000359873300055
引用统计	被引频次：16[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/173211/8959
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	Qinglai Wei
作者单位	Chinese Acad Sci, Inst Automat, State Key Lab Management & Control Complex Syst, Beijing 100190, Peoples R China
第一作者单位	中国科学院自动化研究所
推荐引用方式 GB/T 7714	Xu, Yancai,Liu, Derong,Wei, Qinglai,et al. Action dependent heuristic dynamic programming based residential energy scheduling with home energy inter-exchange[J]. ENERGY CONVERSION AND MANAGEMENT,2015,103(x):553-561.
APA	Xu, Yancai,Liu, Derong,Wei, Qinglai,&Qinglai Wei.(2015).Action dependent heuristic dynamic programming based residential energy scheduling with home energy inter-exchange.ENERGY CONVERSION AND MANAGEMENT,103(x),553-561.
MLA	Xu, Yancai,et al."Action dependent heuristic dynamic programming based residential energy scheduling with home energy inter-exchange".ENERGY CONVERSION AND MANAGEMENT 103.x(2015):553-561.

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