ADP-based optimal sensor scheduling for target tracking in energy harvesting wireless sensor networks
Song, Ruizhuo1; Wei, Qinglai2; Xiao, Wendong1
2016-08-01
发表期刊NEURAL COMPUTING & APPLICATIONS
卷号27期号:6页码:1543-1551
文章类型Article
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.
关键词Adaptive Critic Designs Adaptive Dynamic Programming Approximate Dynamic Programming Neuro-dynamic Programming Neural Networks Wireless Sensor Networks Scheduling
WOS标题词Science & Technology ; Technology
DOI10.1007/s00521-015-1954-4
关键词[WOS]TIME NONLINEAR-SYSTEMS ; ADAPTIVE CRITIC DESIGNS ; ONLINE LEARNING CONTROL ; CONTROL SCHEME ; APPROXIMATION ERRORS ; ALGORITHM ; STATE
收录类别SCI
语种英语
项目资助者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)
WOS研究方向Computer Science
WOS类目Computer Science, Artificial Intelligence
WOS记录号WOS:000379079600008
引用统计
文献类型期刊论文
条目标识符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
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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.
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