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Threat Assessment Based Sensor Control for Multi-target Tracking
Chen, Hui2; He, Zhongliang2; Lian, Feng1; Li, Chen3
刊名Dianzi Yu Xinxi Xuebao/Journal of Electronics and Information Technology
2018-12-01
卷号40期号:12页码:2861-2867
关键词Clutter (information theory) Decision theory Markov processes Distribution characteristics Information gain Multi-target tracking Partially observable Markov decision process Random finite sets Sensor control Significance maps Threat assessment
ISSN号10095896
DOI10.11999/JEIT180212
英文摘要This paper proposes a threat assessment based sensor control by using multi-target filter with random finite set. First, the general sensor control approach based on information theory is presented in the framework of Partially Observable Markov Decision Process (POMDP). Meanwhile, combined with target movement situation, the factors that affect the target threat degree are analyzed. Then, the multi-target state is estimated based on the particle multi-target filter, the multi-target threat level is established according to the multi-target motion situation, and the maximum threat target distribution characteristic is analyzed and extracted from the multi-target distribution characteristic. Finally, the Rényi divergence is used as the evaluation index in sensor control, and the final control policy is solved with the maximum information gain as the criterion. The simulation results verify the feasibility and effectiveness of the proposed method. © 2018, Science Press. All right reserved.
WOS研究方向Engineering
语种中文
出版者Science Press
WOS记录号WOS:000456153600010
内容类型期刊论文
源URL[http://ir.lut.edu.cn/handle/2XXMBERH/114438]  
专题电气工程与信息工程学院
外国语学院
作者单位1.School of Electronic and Information Engineering, Xi'an Jiaotong University, Xi'an; 710049, China;
2.School of Electrical and Information Engineering, Lanzhou University of Technology, Lanzhou; 730050, China;
3.School of Software Engineering, Xi'an Jiaotong University, Xi'an; 710049, China
推荐引用方式
GB/T 7714
Chen, Hui,He, Zhongliang,Lian, Feng,et al. Threat Assessment Based Sensor Control for Multi-target Tracking[J]. Dianzi Yu Xinxi Xuebao/Journal of Electronics and Information Technology,2018,40(12):2861-2867.
APA Chen, Hui,He, Zhongliang,Lian, Feng,&Li, Chen.(2018).Threat Assessment Based Sensor Control for Multi-target Tracking.Dianzi Yu Xinxi Xuebao/Journal of Electronics and Information Technology,40(12),2861-2867.
MLA Chen, Hui,et al."Threat Assessment Based Sensor Control for Multi-target Tracking".Dianzi Yu Xinxi Xuebao/Journal of Electronics and Information Technology 40.12(2018):2861-2867.
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