An infrared / Radar fusion tracking algorithm based on adaptive fault tolerant filtering

被引:0
|
作者
Peng, Siting [1 ]
Lei, Li [1 ,2 ]
Ma, Yichao [1 ]
Wang Youcheng [1 ,2 ]
机构
[1] Beijing Electromech Engn Inst, Beijing 100074, Peoples R China
[2] Sci & Technol Complex Syst Control & Intelligent, Beijing 100074, Peoples R China
来源
2021 PROCEEDINGS OF THE 40TH CHINESE CONTROL CONFERENCE (CCC) | 2021年
基金
中国国家自然科学基金;
关键词
Federated kalman filter; adaptive; fault tolerant design; multi-mode fusion;
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
In this paper, based on the fusion tracking of infrared and radar, a federated kalman filtering algorithm based on adaptive fault tolerance is designed. According to the observation equation of infrared and radar, a distributed fusion federated kalman filtering structure is established by using three infrared sensors and three radar sensors. The sub nodes filter their detection information respectively, and the estimation results are obtained. After that, the sub nodes filter results are sent into their part of fault-tolerant judgment respectively, then we can get the weight information of each sub node, thus it can determine the degree of dependence of each node, and the filtering results of all sub nodes are fused into calculation by their weight. The final simulation shows that the algorithm can isolate the interference in the multi-mode fusion tracking process effectively, and get a stable state estimation output.
引用
收藏
页码:3121 / 3126
页数:6
相关论文
共 50 条
  • [1] An adaptive fusion algorithm based on ANFIS for radar/infrared system
    Yuan, Q.
    Dong, C. Y.
    Wang, Q.
    EXPERT SYSTEMS WITH APPLICATIONS, 2009, 36 (01) : 111 - 120
  • [2] Adaptive fault tolerant fusion interpolation algorithm based on RBF network
    Lai X.
    Xu Y.
    Zhou J.
    Abdureyim I.
    Xu, Yan (lilixiu_z@163.com), 2018, Harbin Research Institute of Welding (39): : 81 - 87
  • [3] A fuzzy adaptive fusion algorithm for radar/infrared based on wavelet analysis
    Yuan Quan
    Dong Chaoyang
    Wang Qing
    2007 IEEE INTERNATIONAL CONFERENCE ON CONTROL AND AUTOMATION, VOLS 1-7, 2007, : 1932 - 1936
  • [4] Fuzzy adaptive fusion algorithm for radar/infrared based on wavelet analysis
    Yuan, Quan
    Dong, Chao-Yang
    Xia, Lian-Cui
    Wang, Qing
    Xitong Fangzhen Xuebao / Journal of System Simulation, 2008, 20 (05): : 1255 - 1258
  • [5] Adaptive Correlation Filtering Algorithm for Video Target Tracking based on Multi Feature Fusion
    Fan, Yifei
    Zhao, Zhouding
    2019 ELEVENTH INTERNATIONAL CONFERENCE ON ADVANCED COMPUTATIONAL INTELLIGENCE (ICACI 2019), 2019, : 7 - 12
  • [6] Infrared/Radar Data Fusion and Tracking Algorithm Based on the Multi-Scale model
    Sun Yongli
    Wang Bingjian
    Yi Xiang
    Hu Ge
    AOPC 2017: OPTICAL SENSING AND IMAGING TECHNOLOGY AND APPLICATIONS, 2017, 10462
  • [7] An Improved Radar and Infrared Sensor Tracking Fusion Algorithm Based on IMM-UKF
    Bao, Tiantian
    Zhang, Zhenkai
    Sabahi, Mohamad Farzan
    PROCEEDINGS OF THE 2019 IEEE 16TH INTERNATIONAL CONFERENCE ON NETWORKING, SENSING AND CONTROL (ICNSC 2019), 2019, : 420 - 423
  • [8] Design of improved fault-tolerant filtering algorithm based on multi-source information fusion
    Cong, Ning
    Wang, Wei
    Zhu, Zuo-qing
    2020 CHINESE AUTOMATION CONGRESS (CAC 2020), 2020, : 918 - 923
  • [9] Algorithm for tracking an infrared single target based on correlation filtering with multi-feature fusion
    Song J.
    Miao Q.
    Shen M.
    Quan Y.
    Chen Y.
    Xi'an Dianzi Keji Daxue Xuebao/Journal of Xidian University, 2019, 46 (05): : 142 - 147
  • [10] A fuzzy adaptive fusion algorithm for radar/infrared dual mode guidance
    Dong Chaoyang
    Shi Xiaorong
    Xia Liancui
    SENSORS, AUTOMATIC MEASUREMENT, CONTROL, AND COMPUTER SIMULATION, PTS 1 AND 2, 2006, 6358