ADP-based optimal sensor scheduling for target tracking in energy harvesting wireless sensor networks

doi:10.1007/s00521-015-1954-4

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	ADP-based optimal sensor scheduling for target tracking in energy harvesting wireless sensor networks
	Song, Ruizhuo 1; Wei, Qinglai2 ; Xiao, Wendong 1
刊名	NEURAL COMPUTING & APPLICATIONS
	2016-08-01
卷号	27 期号:6 页码:1543-1551
关键词	Adaptive Critic Designs Adaptive Dynamic Programming Approximate Dynamic Programming Neuro-dynamic Programming Neural Networks Wireless Sensor Networks Scheduling
DOI	10.1007/s00521-015-1954-4
文献子类	Article
英文摘要	This paper proposes a novel sensor scheduling scheme based on adaptive dynamic programming, which makes the sensor energy consumption and tracking error optimal over the system operational horizon for wireless sensor networks with solar energy harvesting. Neural network is used to model the solar energy harvesting. Kalman filter estimation technology is employed to predict the target location. A performance index function is established based on the energy consumption and tracking error. Critic network is developed to approximate the performance index function. The presented method is proven to be convergent. Numerical example shows the effectiveness of the proposed approach.
WOS关键词	TIME NONLINEAR-SYSTEMS ; ADAPTIVE CRITIC DESIGNS ; ONLINE LEARNING CONTROL ; CONTROL SCHEME ; APPROXIMATION ERRORS ; ALGORITHM ; STATE
WOS研究方向	Computer Science
语种	英语
WOS记录号	WOS:000379079600008
资助机构	National Natural Science Foundation of China(61304079 ; Beijing Natural Science Foundation(4132078 ; China Postdoctoral Science Foundation(2013M530527) ; Fundamental Research Funds for the Central Universities(FRF-TP-14-119A2) ; SKLMCCS(20150104 ; 61374105) ; 4143065) ; 20120106)
内容类型	期刊论文
源URL	[http://ir.ia.ac.cn/handle/173211/12148]
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.Univ Sci & Technol Beijing, Sch Automat & Elect Engn, Beijing 100083, Peoples R China 2.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	Song, Ruizhuo,Wei, Qinglai,Xiao, Wendong. ADP-based optimal sensor scheduling for target tracking in energy harvesting wireless sensor networks[J]. NEURAL COMPUTING & APPLICATIONS,2016,27(6):1543-1551.
APA	Song, Ruizhuo,Wei, Qinglai,&Xiao, Wendong.(2016).ADP-based optimal sensor scheduling for target tracking in energy harvesting wireless sensor networks.NEURAL COMPUTING & APPLICATIONS,27(6),1543-1551.
MLA	Song, Ruizhuo,et al."ADP-based optimal sensor scheduling for target tracking in energy harvesting wireless sensor networks".NEURAL COMPUTING & APPLICATIONS 27.6(2016):1543-1551.