Learning Control for Air Conditioning Systems via Human Expressions

doi:10.1109/TIE.2020.3001849

CORC > 自动化研究所 > 中国科学院自动化研究所 > 复杂系统管理与控制国家重点实验室 > 智能化团队

	Learning Control for Air Conditioning Systems via Human Expressions
	Wei, Qinglai 2,3,4; Li, Tao 2,3,4; Liu, Derong 1
刊名	IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS
	2021-08-01
卷号	68 期号:8 页码:7662-7671
关键词	Adaptive dynamic programming air conditioning control deep learning (DL) deep Q-network (DQN) human expressions optimal control reinforcement learning (RL) Q-learning
ISSN号	0278-0046
DOI	10.1109/TIE.2020.3001849
通讯作者	Wei, Qinglai(qinglai.wei@ia.ac.cn)
英文摘要	In this article, a deep reinforcement learning method is developed to solve air conditioning control problems through human expressions. The main contribution of this article is to design a deep reinforcement learning method for air conditioning control problems with human expressions as the input for the first time. The method aims to eliminate human sleepiness and improve people's work efficiency as much as possible. First, the air conditioning system and deep reinforcement learning methods are introduced. Second, the image processing algorithm for human expressions is described. Third, the deep Q-network method is designed to obtain the optimal control policy for air conditioning systems. Finally, simulation results are given to illustrate the present method that can effectively eliminate sleepiness and improve the work environment of people.
资助项目	National Natural Science Foundation of China[61722312] ; National Natural Science Foundation of China[61533017] ; National Key Research and Development Program of China[2018YFB1702300]
WOS研究方向	Automation & Control Systems ; Engineering ; Instruments & Instrumentation
语种	英语
出版者	IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
WOS记录号	WOS:000647484000120
资助机构	National Natural Science Foundation of China ; National Key Research and Development Program of China
内容类型	期刊论文
源URL	[http://ir.ia.ac.cn/handle/173211/44654]
专题	自动化研究所_复杂系统管理与控制国家重点实验室_智能化团队
通讯作者	Wei, Qinglai
作者单位	1.Guangdong Univ Technol, Sch Automat, Guangzhou 510006, Peoples R China 2.Qingdao Acad Intelligent Ind, Qingdao 266109, Peoples R China 3.Univ Chinese Acad Sci, Beijing 100049, Peoples R China 4.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	Wei, Qinglai,Li, Tao,Liu, Derong. Learning Control for Air Conditioning Systems via Human Expressions[J]. IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS,2021,68(8):7662-7671.
APA	Wei, Qinglai,Li, Tao,&Liu, Derong.(2021).Learning Control for Air Conditioning Systems via Human Expressions.IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS,68(8),7662-7671.
MLA	Wei, Qinglai,et al."Learning Control for Air Conditioning Systems via Human Expressions".IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS 68.8(2021):7662-7671.