Multiple extended target tracking based on distributed multi-sensor fusion and shape estimation

被引:2
作者
Yang, Jinlong [1 ,2 ]
Xu, Mengfan [1 ,2 ]
Liu, Jianjun [1 ,2 ]
Li, Fangdi [1 ,2 ]
机构
[1] Jiangnan Univ, Sch Artificial Intelligence & Comp Sci, Wuxi, Jiangsu, Peoples R China
[2] Jiangnan Univ, Jiangsu Prov Engn Lab Pattern Recognit & Computat, Wuxi, Jiangsu, Peoples R China
基金
中国国家自然科学基金;
关键词
adaptive filters; multi-target tracking; sensor fusion; signal processing; ALGORITHM; OBJECT; MODEL;
D O I
10.1049/rsn2.12374
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
Distributed multi-sensor fusion based on the generalised covariance intersection (GCI) fusion has been widely integrated into the Random Finite Set theory, which is promising for multi-target tracking with an unknown number of targets. However, it has not been widely investigated in the multiple extend target tracking (METT) field, and there is still an open problem on how to solve the inconsistency of label space among the sensors. For these problems, we first introduce the GCI fusion into the METT and proposed an association algorithm by considering the estimated shapes and the target positions to avoid the phenomenon of the label inconsistency as well as to reduce the computational burden. Simulation results show that the proposed algorithm has a better tracking performance than the traditional METT algorithms.
引用
收藏
页码:733 / 747
页数:15
相关论文
共 28 条
  • [21] A consistent metric for performance evaluation of multi-object filters
    Schuhmacher, Dominic
    Vo, Ba-Tuong
    Vo, Ba-Ngu
    [J]. IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2008, 56 (08) : 3447 - 3457
  • [22] Maneuvering Extended Object Tracking with Modified Star-Convex Random Hypersurface Model Based on Minimum Cosine Distance
    Sun, Lifan
    Zhang, Jinjin
    Yu, Haofang
    Fu, Zhumu
    He, Zishu
    [J]. REMOTE SENSING, 2022, 14 (17)
  • [23] Modeling and Tracking of Maneuvering Extended Object With Random Hypersurface
    Sun, Lifan
    Yu, Haofang
    Fu, Zhumu
    He, Zishu
    Zou, Jie
    [J]. IEEE SENSORS JOURNAL, 2021, 21 (18) : 20552 - 20562
  • [24] Random Matrix Based Extended Target Tracking With Orientation: A New Model and Inference
    Tuncer, Barkin
    Ozkan, Emre
    [J]. IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2021, 69 : 1910 - 1923
  • [25] Joint tracking and classification of multiple extended targets via the PHD filter and star-convex RHM
    Wang, Liping
    Zhan, Ronghui
    Liu, Shengqi
    Zhang, Jun
    Zhuang, Zhaowen
    [J]. DIGITAL SIGNAL PROCESSING, 2021, 111
  • [26] Extended Target Shape Estimation by Fitting B-Spline Curve
    Yang, Jin-long
    Li, Peng
    Ge, Hong-wei
    [J]. JOURNAL OF APPLIED MATHEMATICS, 2014,
  • [27] An Improved ET-GM-PHD Filter for Multiple Closely-spaced Extended Target Tracking
    Yang, Jinlong
    Li, Peng
    Yang, Le
    Ge, Hongwei
    [J]. INTERNATIONAL JOURNAL OF CONTROL AUTOMATION AND SYSTEMS, 2017, 15 (01) : 468 - 472
  • [28] Multiple extended target tracking algorithm based on Gaussian surface matrix
    Yang, Jinlong
    Li, Peng
    Li, Zhihua
    Yang, Le
    [J]. JOURNAL OF SYSTEMS ENGINEERING AND ELECTRONICS, 2016, 27 (02) : 279 - 289