Improved bearings-only target tracking with iterated Gaussian mixture measurements

被引:2
|
作者
Zhang, Qian [1 ]
Song, Taek Lyul [1 ]
机构
[1] Hanyang Univ, Dept Elect Syst Engn, Ansan, South Korea
来源
IET RADAR SONAR AND NAVIGATION | 2017年 / 11卷 / 02期
关键词
KALMAN FILTER; UPDATE;
D O I
10.1049/iet-rsn.2016.0200
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
In this study, a novel iterated Gaussian mixture measurements filter is proposed to represent the measurement likelihood function (LF) with Gaussian mixtures more precisely. The proposed approach recalculates the range interval using updated track components, and the LF is remodelled with Gaussian mixtures for the new range interval. Then, every regenerated measurement component is used to update all of the predicted track components for generating new updated track components. Experimental results demonstrate that the proposed method outperforms existing methods in bearings-only target tracking.
引用
收藏
页码:294 / 303
页数:10
相关论文
共 50 条
  • [1] Decoupled target tracking with bearings-only measurements
    Wu, Jianmin
    Mou, Zhiying
    Zhu, Qiang
    Li, Jianxun
    Zhou, Yan
    OPTICAL ENGINEERING, 2012, 51 (12)
  • [2] Observability of target tracking with bearings-only measurements
    Song, TL
    IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 1996, 32 (04) : 1468 - 1472
  • [3] Improved Multitarget Tracking in Clutter Using Bearings-Only Measurements
    Shi, Yifang
    Xue, Mengfan
    Ding, Yuemin
    Peng, Dongliang
    SENSORS, 2018, 18 (06)
  • [4] Bearings-only tracking with biased measurements
    Bugallo, Monica E.
    Lu, Ting
    Djuric, Petar M.
    2007 2ND IEEE INTERNATIONAL WORKSHOP ON COMPUTATIONAL ADVANCES IN MULTI-SENSOR ADAPTIVE PROCESSING, 2007, : 185 - 188
  • [5] Observability Metrics for Single-Target Tracking With Bearings-Only Measurements
    Jiang, Haonan
    Cai, Yuanli
    Yu, Zhenhua
    IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS, 2022, 52 (02): : 1065 - 1077
  • [6] CONSTANT-SPEED TARGET TRACKING VIA BEARINGS-ONLY MEASUREMENTS
    LEVINE, J
    MARINO, R
    IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 1992, 28 (01) : 174 - 182
  • [7] Target tracking method with bearings-only measurements based on reinforcement learning
    Mao, Donghui
    Fang, Yangwang
    Gao, Xiang
    IEICE COMMUNICATIONS EXPRESS, 2016, 5 (01): : 19 - 26
  • [8] Improved Pseudolinear Kalman Filter Algorithms for Bearings-Only Target Tracking
    Ngoc Hung Nguyen
    Dogancay, Kutluyil
    IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2017, 65 (23) : 6119 - 6134
  • [9] Target Tracking Using Bearings-Only Sensor Nodes and a Mixture Distribution Model
    Rabe, Elin
    Gudmundson, Erik
    Nordenvaad, Magnus Lundberg
    OCEANS 2017 - ABERDEEN, 2017,
  • [10] Bearings-only passive tracking for maneuvering target
    Wang, Xiao-Hua
    Jing, Zhong-Liang
    Kongzhi Lilun Yu Yinyong/Control Theory and Applications, 2002, 19 (06):