Action dependent heuristic dynamic programming based residential energy scheduling with home energy inter-exchange
Xu, Yancai; Liu, Derong; Wei, Qinglai; Qinglai Wei
2015-10-01
发表期刊ENERGY CONVERSION AND MANAGEMENT
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
DOI10.1016/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:7[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
专题复杂系统管理与控制国家重点实验室_平行控制
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
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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