On Improved Bernoulli Filter for Extended Target Tracking

被引:0
|
作者
Li, Bo [1 ]
Wang, Shuo [1 ]
机构
[1] Liaoning Univ Technol, Sch Elect & Informat Engn, Jinzhou 121001, Peoples R China
基金
中国国家自然科学基金;
关键词
Extended target tracking; Particle weight; Bernoulli filter; State estimation; PROBABILITY HYPOTHESIS DENSITY; PHD FILTER; CLUTTER;
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
The extended target tracking (ETT) is widely used in various surveillance applications. In order to improve tracking accuracy and filtering efficiency of the existing Bernoulli filters, we present an improved Bernoulli filter in this paper. Firstly, the filtering equations of the proposed filter are analytically derived. After employing the weight optimization scheme, we discuss the particle implementation based on adaptive detection gate and scatter number. Finally, the numerical simulations indicate that the proposed filter can achieve the ETT with promising tracking performance.
引用
收藏
页码:5405 / 5409
页数:5
相关论文
共 50 条
  • [41] Distributed joint target detection, tracking and classification via Bernoulli filter
    Li, Gaiyou
    Wei, Ping
    Battistelli, Giorgio
    Chisci, Luigi
    Gao, Lin
    Farina, Alfonso
    IET RADAR SONAR AND NAVIGATION, 2022, 16 (06): : 1000 - 1013
  • [42] A Fast Poisson Multi-Bernoulli Filter for Multiple Target Tracking
    Kusumoto, Tetsuya
    Yoneda, Masaki
    Nishi, Takafumi
    Ogawa, Takashi
    2022 25TH INTERNATIONAL CONFERENCE ON INFORMATION FUSION (FUSION 2022), 2022,
  • [43] Trajectory Poisson Multi-Bernoulli Filter for Group Target Tracking
    Wu, Qinchen
    Sun, Jinping
    Yang, Bin
    2024 27TH INTERNATIONAL CONFERENCE ON INFORMATION FUSION, FUSION 2024, 2024,
  • [44] Bearings-only multi-target tracking using an improved labeled multi-Bernoulli filter
    Xie, Yifan
    Song, Taek Lyul
    SIGNAL PROCESSING, 2018, 151 : 32 - 44
  • [45] Robust labeled multi-Bernoulli filter for maneuvering target tracking
    Feng X.
    Wei S.
    Wang Q.
    Lu C.
    Huazhong Keji Daxue Xuebao (Ziran Kexue Ban)/Journal of Huazhong University of Science and Technology (Natural Science Edition), 2018, 46 (02): : 56 - 60and66
  • [46] Underwater multi-target tracking using improved multi-sensor multi-Bernoulli filter
    Wang, Guanqun
    Zhang, Chunhua
    Yin, Li
    Li, Yu
    Zhang, Yangfan
    Shengxue Xuebao/Acta Acustica, 2021, 46 (04): : 508 - 518
  • [47] An Improved Particle Filter Algorithm for Target Tracking
    Yang, Jing
    Lu, Xiaofeng
    Lu, Hengli
    Wang, Junhua
    2012 IEEE INTERNATIONAL CONFERENCE ON INTELLIGENT CONTROL, AUTOMATIC DETECTION AND HIGH-END EQUIPMENT (ICADE), 2012, : 103 - 107
  • [48] An Improved Target Tracking Singer Filter Algorithm
    Zhang, Hanguang
    Chang, Yan
    Liu, Dai
    Ma, Ke
    2013 3RD INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND NETWORK TECHNOLOGY (ICCSNT), 2013, : 1070 - 1073
  • [49] MANEUVERING TARGET TRACKING USING EXTENDED KALMAN FILTER
    CORTINA, E
    OTERO, D
    DATTELLIS, CE
    IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 1991, 27 (01) : 155 - 158
  • [50] Improved Strong Tracking Cubature Kalman Filter for Target Tracking
    Bao, Shuida
    Zhang, An
    PROCEEDINGS OF THE 2017 2ND INTERNATIONAL CONFERENCE ON CONTROL, AUTOMATION AND ARTIFICIAL INTELLIGENCE (CAAI 2017), 2017, 134 : 164 - 168