Track Fusion Fractional Kalman Filter for the Multisensor Descriptor Fractional Systems

被引:1
|
作者
Zhang, Bo [1 ]
Shen, Haibin [1 ]
Yan, Guangming [1 ]
Sun, Xiaojun [1 ]
机构
[1] Heilongjiang Univ, Elect Engn Inst, Harbin 150080, Peoples R China
基金
中国国家自然科学基金;
关键词
STABILITY;
D O I
10.1155/2022/9637801
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
The purpose of this study was to investigate the state estimation problem for the multisensor descriptor fractional systems. Firstly, the descriptor fractional order system was transformed into two nondescriptor fractional order subsystem based on the singular value decomposition method; then, the descriptor fractional Kalman filters for the subsystems were proposed based on projection theory, which effectively solved the state estimation problem of the descriptor fractional order system with singular matrix; on this basis, the track fusion fractional Kalman filter of the multisensor descriptor fractional system is proposed by using the track fusion algorithm. The state estimation accuracy of multisensor descriptor fractional order systems is greatly improved. Simulation results show the effectiveness of the proposed algorithm.
引用
收藏
页数:8
相关论文
共 50 条
  • [21] Robust Kalman filter for Descriptor systems
    Ishihara, Joao Y.
    Terra, Marco H.
    Campos, Jose C. T.
    IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2006, 51 (08) : 1354 - 1358
  • [22] Extended fractional singular kalman filter
    Nosrati, Komeil
    Belikov, Juri
    Tepljakov, Aleksei
    Petlenkov, Eduard
    APPLIED MATHEMATICS AND COMPUTATION, 2023, 448
  • [23] Robust centralized fusion Kalman predictor for uncertain multisensor descriptor system
    Tao, Guili
    Liu, Wenqiang
    2018 37TH CHINESE CONTROL CONFERENCE (CCC), 2018, : 4071 - 4076
  • [24] The Fractional Kalman Filter-Based Asynchronous Multirate Sensor Information Fusion
    Xue, Guangyue
    Xu, Yubin
    Guo, Jing
    Zhao, Wei
    COMPLEXITY, 2018,
  • [25] A chaotic secure communication scheme using fractional chaotic systems based on an extended fractional Kalman filter
    Kiani-B, Arman
    Fallahi, Kia
    Pariz, Naser
    Leung, Henry
    COMMUNICATIONS IN NONLINEAR SCIENCE AND NUMERICAL SIMULATION, 2009, 14 (03) : 863 - 879
  • [26] Design of Kalman filter for fractional-order systems with correlated fractional-order colored noises
    Gao Z.
    Huang X.-M.
    Chen X.-J.
    Kongzhi yu Juece/Control and Decision, 2021, 36 (07): : 1672 - 1678
  • [27] Performance evaluation of a asynchronous multisensor track fusion filter
    Alouani, AT
    Gray, JE
    McCabe, DH
    SIGNAL PROCESSING, SENSOR FUSION, AND TARGET RECOGNITION XII, 2003, 5096 : 1 - 12
  • [28] Multisensor information fusion state estimator for descriptor and non descriptor systems
    Li, Yun
    Zhao, Ming
    Hao, Gang
    Li, Junling
    Jin, Hao
    International Journal of Control and Automation, 2015, 8 (04): : 201 - 212
  • [29] Fusion Kalman filtration for distributed multisensor systems
    Duda, Zdzislaw
    ARCHIVES OF CONTROL SCIENCES, 2014, 24 (01): : 53 - 65
  • [30] Centralized Fusion Steady-State Robust Kalman Filter for Uncertain Multisensor Systems
    Zhang, Peng
    Qi, Wenjuan
    Deng, Zili
    PROCEEDINGS OF 2013 CHINESE INTELLIGENT AUTOMATION CONFERENCE: INTELLIGENT AUTOMATION & INTELLIGENT TECHNOLOGY AND SYSTEMS, 2013, 255 : 219 - 226