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Action dependent heuristic dynamic programming based residential energy scheduling with home energy inter-exchange
Xu, Yancai; Liu, Derong; Wei, Qinglai; Qinglai Wei
Source PublicationENERGY CONVERSION AND MANAGEMENT
2015-10-01
Volume103Issue:xPages:553-561
SubtypeArticle
AbstractResidential 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.
KeywordAction Dependent Heuristic Dynamic Programming Residential Energy Management Energy Scheduling Control Sequence Control Strategy
WOS HeadingsScience & Technology ; Physical Sciences ; Technology
DOI10.1016/j.enconman.2015.06.048
WOS KeywordPOWER-SYSTEM ; STORAGE DEVICES ; MANAGEMENT ; CHINA
Indexed BySCI
Language英语
WOS Research AreaThermodynamics ; Energy & Fuels ; Mechanics ; Physics
WOS SubjectThermodynamics ; Energy & Fuels ; Mechanics ; Physics, Nuclear
WOS IDWOS:000359873300055
Citation statistics
Cited Times:7[WOS]   [WOS Record]     [Related Records in WOS]
Document Type期刊论文
Identifierhttp://ir.ia.ac.cn/handle/173211/8959
Collection复杂系统管理与控制国家重点实验室_平行控制
Corresponding AuthorQinglai Wei
AffiliationChinese Acad Sci, Inst Automat, State Key Lab Management & Control Complex Syst, Beijing 100190, Peoples R China
Recommended Citation
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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