Divided Localization of Multiple Targets Based on Compressive Sensing Algorithm

被引:0
作者
Li, Shanbin [1 ]
Chen, Tongjie [1 ]
机构
[1] South China Univ Technol, Sch Automat Sci & Engn, Guangzhou, Peoples R China
来源
CONFERENCE PROCEEDINGS OF 2019 IEEE INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING, COMMUNICATIONS AND COMPUTING (IEEE ICSPCC 2019) | 2019年
关键词
multi-target localization; compressive sensing; orthogonal matching pursuit; positioning accuracy; anti-noise ability;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper is concerned with the multi-target localization based on compressive sensing (CS). If orthogonal matching pursuit (OMP) is applied as the signal reconstruction algorithm to locate targets, there will always be a situation that only part of targets are located successfully. To solve this problem, divided localization of multiple targets is proposed. In data preparation stage, the results of single and multiple localization are calculated under two kinds of partitioning granularity. Then, in divided localization stage, according to the data from data preparation stage, part of targets can be predetermined by finding the clusters. Also, the remaining targets can be located in the possible falling area. Finally, simulation results are provided to demonstrate that, compared with other schemes, the proposed algorithm obviously improves the positioning accuracy and the anti-noise ability.
引用
收藏
页数:6
相关论文
共 17 条
[1]   A survey on sensor networks [J].
Akyildiz, IF ;
Su, WL ;
Sankarasubramaniam, Y ;
Cayirci, E .
IEEE COMMUNICATIONS MAGAZINE, 2002, 40 (08) :102-114
[2]  
Candès EJ, 2008, IEEE SIGNAL PROC MAG, V25, P21, DOI 10.1109/MSP.2007.914731
[3]   Near-optimal signal recovery from random projections: Universal encoding strategies? [J].
Candes, Emmanuel J. ;
Tao, Terence .
IEEE TRANSACTIONS ON INFORMATION THEORY, 2006, 52 (12) :5406-5425
[4]   Data pre-processing in compressive sensing based indoor fingerprinting positioning [J].
Deng J. ;
Cui Q. ;
Zhang X. .
International Journal of Wireless Information Networks, 2013, 20 (4) :256-267
[5]   Perturbation Analysis of Orthogonal Matching Pursuit [J].
Ding, Jie ;
Chen, Laming ;
Gu, Yuantao .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2013, 61 (02) :398-410
[6]   Fault-tolerant target localization in sensor networks [J].
Ding, Min ;
Liu, Fang ;
Thaeler, Andrew ;
Chen, Dechang ;
Cheng, Xiuzhen .
EURASIP JOURNAL ON WIRELESS COMMUNICATIONS AND NETWORKING, 2007,
[7]   Compressed sensing [J].
Donoho, DL .
IEEE TRANSACTIONS ON INFORMATION THEORY, 2006, 52 (04) :1289-1306
[9]   General Deviants: An Analysis of Perturbations in Compressed Sensing [J].
Herman, Matthew A. ;
Strohmer, Thomas .
IEEE JOURNAL OF SELECTED TOPICS IN SIGNAL PROCESSING, 2010, 4 (02) :342-349
[10]   Sparsity-Aware Multi-Source TDOA Localization [J].
Jamali-Rad, Hadi ;
Leus, Geert .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2013, 61 (19) :4874-4887