Knowledge Commons of Institute of Automation,CAS
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 | |
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. |
条目包含的文件 | ||||||
文件名称/大小 | 文献类型 | 版本类型 | 开放类型 | 使用许可 | ||
2015_ECM_Action depe(809KB) | 期刊论文 | 作者接受稿 | 开放获取 | CC BY-NC-SA | 浏览 |
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