Optimization of electricity consumption in office buildings based on adaptive dynamic programming
Shi, Guang1; Wei, Qinglai1; Liu, Derong2
2017-11-01
发表期刊SOFT COMPUTING
卷号21期号:21页码:6369-6379
文章类型Article
摘要In this paper, an optimization method based on adaptive dynamic programming is developed to improve the electricity consumption of rooms in office buildings through optimal battery management. Rooms in office buildings are generally divided into office rooms, computer rooms, storage rooms, meeting rooms, etc., and each category of rooms have different characteristics of electricity consumption, which is divided into electricity consumption from sockets, lights and air-conditioners in this paper. The developed method based on action-dependent heuristic dynamic programming is explained in detail, and different optimization strategies of electricity consumption in different categories of rooms are proposed in accordance with the developed method. Finally, a detailed case study on an office building is given to demonstrate the practical effect of the developed method.
关键词Office Buildings Electricity Consumption Optimization Battery Management Optimal Control Adaptive Dynamic Programming Neural Networks
WOS标题词Science & Technology ; Technology
DOI10.1007/s00500-016-2194-y
关键词[WOS]ONLINE LEARNING CONTROL ; TRACKING CONTROL ; ENERGY MANAGEMENT ; NONLINEAR-SYSTEMS ; REINFORCEMENT ; DESIGN ; COMFORT ; NETWORK ; STATE
收录类别SCI
语种英语
项目资助者National Natural Science Foundation of China(61374105 ; 61233001 ; 61273140)
WOS研究方向Computer Science
WOS类目Computer Science, Artificial Intelligence ; Computer Science, Interdisciplinary Applications
WOS记录号WOS:000412458000011
引用统计
被引频次:1[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/173211/13641
专题复杂系统管理与控制国家重点实验室_平行控制
作者单位1.Chinese Acad Sci, Inst Automat, State Key Lab Management & Control Complex Syst, Beijing 100190, Peoples R China
2.Univ Sci & Technol Beijing, Sch Automat & Elect Engn, Beijing 100083, Peoples R China
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Shi, Guang,Wei, Qinglai,Liu, Derong. Optimization of electricity consumption in office buildings based on adaptive dynamic programming[J]. SOFT COMPUTING,2017,21(21):6369-6379.
APA Shi, Guang,Wei, Qinglai,&Liu, Derong.(2017).Optimization of electricity consumption in office buildings based on adaptive dynamic programming.SOFT COMPUTING,21(21),6369-6379.
MLA Shi, Guang,et al."Optimization of electricity consumption in office buildings based on adaptive dynamic programming".SOFT COMPUTING 21.21(2017):6369-6379.
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