Estimating Multiple Target Locations in Multi-Path Environments

被引:25
|
作者
Shen, Junyang [1 ]
Molisch, Andreas F. [1 ]
机构
[1] Univ So Calif, Viterbi Sch Engn, Ming Hsieh Dept Elect Engn, Los Angeles, CA 90089 USA
关键词
Multiple target localization; indirect path (IP); clustering; MIMO RADAR; NLOS IDENTIFICATION; LOCALIZATION; ACCURACY;
D O I
10.1109/TWC.2014.2317471
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This paper addresses the problem of multi-target localization with distributed multiple-input-multiple-output (MIMO) radar systems without angular resolution capability-i.e., only based on the measurements of the signal propagation delays. In particular, we address the case that multiple targets cannot be distinguished by their "signatures" or other unique characteristics. Further complications in realistic settings arise from the following factors: 1) the direct path (DP) between transmitter/receiver and target might be blocked, and 2) indirect paths (IPs) arising from multi path propagation might be present. We present in this paper a novel algorithm that can accurately localize multiple targets even under these difficult circumstances. This algorithm is based on an iterative approximation to an exhaustive maximum likelihood (EML) estimation of the target locations, yet avoiding the exponential complexity that an EML requires. It utilizes a clustering technique that gives the number and locations of targets, and incorporates an IP detection mechanism based on the likelihood of several propagation delay measurement (PDM) correspond to DPs from the same target. Despite its lower complexity, our algorithm achieves almost the same performance as the EML in a variety of simulation settings. We finally study the choice of algorithm parameters and the configurations of the MIMO system nodes to achieve the best localization performance.
引用
收藏
页码:4547 / 4559
页数:13
相关论文
共 50 条
  • [11] A fast algorithm for direction of arrival estimation in multi-path environments
    Tayem, Nizar
    Naraghi-Pour, Mort
    WIRELESS SENSING AND PROCESSING II, 2007, 6577
  • [12] Anytime Informed Multi-Path Replanning Strategy for Complex Environments
    Tonola, Cesare
    Faroni, Marco
    Beschi, Manuel
    Pedrocchi, Nicola
    IEEE ACCESS, 2023, 11 : 4105 - 4116
  • [13] Super-resolution TOA algorithm in multi-path environments
    Key Lab of Opto-Electronics Information and Technical Science School of Precision Instrument and Opt, Tianjin University, Tianjin 300072, China
    不详
    Dianbo Kexue Xuebao, 2006, 5 (771-776):
  • [14] Analysis of the energy dynamic of UWB signal in multi-path environments
    Huang, YF
    Fan, XN
    Wang, J
    Bi, GG
    57TH IEEE VEHICULAR TECHNOLOGY CONFERENCE, VTC 2003-SPRING, VOLS 1-4, PROCEEDINGS, 2003, : 15 - 18
  • [15] Target Tracking Based on Particle Filter with Multi-path Particles
    Sun, Qiyuan
    Li, Liusheng
    Chao, Zuoliang
    MECHANICAL AND ELECTRONICS ENGINEERING III, PTS 1-5, 2012, 130-134 : 3306 - +
  • [16] Disambiguation of TDOA estimates in multi-path multi-source environments (DATEMM)
    Scheuing, Jan
    Yang, Bin
    2006 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING, VOLS 1-13, 2006, : 4507 - 4510
  • [17] Multi-path matroids
    Bonin, Joseph E.
    Gimenez, Omer
    COMBINATORICS PROBABILITY & COMPUTING, 2007, 16 (02): : 193 - 217
  • [18] Symbol Detection under Multi-path Fading Environments for ZigBee Receiver
    Song, Soonyong
    Yeo, Kunmin
    Kim, Youngil
    Ryu, Won
    2013 INTERNATIONAL CONFERENCE ON ICT CONVERGENCE (ICTC 2013): FUTURE CREATIVE CONVERGENCE TECHNOLOGIES FOR NEW ICT ECOSYSTEMS, 2013, : 84 - 85
  • [19] Field simulator for testing handset under multi-path propagation environments
    Ohnishi, N
    Sasaki, K
    Arai, H
    IEEE ANTENNAS AND PROPAGATION SOCIETY INTERNATIONAL SYMPOSIUM 1997, VOLS 1-4, 1997, : 2584 - 2587
  • [20] mmWave Beam Selection in Dynamic Multi-Path Environments: A POMDP Approach
    Bingol, Ece
    Ekici, Eylem
    2024 INTERNATIONAL CONFERENCE ON COMPUTING, NETWORKING AND COMMUNICATIONS, ICNC, 2024, : 921 - 926