Fusion Estimation for Multi-sensor Nonlinear System with Disorder and Packet Loss

被引:0
|
作者
Zhang, Ke Wei [1 ,2 ]
Hao, Gang [1 ,2 ]
Li, Yun [3 ]
Zhao, Ming [3 ]
Li, Hui [3 ]
机构
[1] Heilongjiang Univ, Sch Elect Engn, Harbin 150080, Heilongjiang, Peoples R China
[2] Key Lab Informat Fus Estimat & Detect, Harbin, Heilongjiang, Peoples R China
[3] Harbin Univ Commerce, Sch Comp & Informat Engn, Harbin 150030, Peoples R China
关键词
Information Fusion; Nonlinear Systems; Cubature Kalman Filter; Disorder; Packet Loss; RANDOM TRANSMISSION DELAYS; RANDOM PARAMETER MATRICES; STOCHASTIC NONLINEARITIES; FADING MEASUREMENTS; NETWORKED SYSTEMS; FILTER;
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
For a multi-sensor nonlinear system with disorder and packet loss, a fusion estimation algorithm is presented in this paper. Firstly, for equally spaced measurement sampling system, the disorder measurement is sorted by using measurement prediction in the group. Then, for the packet loss case, the lasted measurement is used for filtering. Combining the above proposed algorithm with the centralized Cubature Kalman filter (CKF), a fusion estimation algorithm for multi-sensor nonlinear system with disorder and packet loss algorithm is presented. In the simulation, the proposed algorithm is applied to an indoor positioning system based on ultra-wideband (UWB) with three sensors. The results show the effectiveness of the proposed algorithm.
引用
收藏
页码:1231 / 1236
页数:6
相关论文
共 50 条
  • [1] Fusion estimation for nonlinear multi-sensor networked systems with packet loss compensation and correlated noises
    Zhao, Kai
    Tan, Li-Guo
    Song, Shen-Min
    [J]. SENSOR REVIEW, 2019, 39 (05) : 682 - 696
  • [2] Fusion estimation for multi-sensor networked systems with packet loss compensation
    Ding, Jian
    Sun, Shuli
    Ma, Jing
    Li, Na
    [J]. INFORMATION FUSION, 2019, 45 : 138 - 149
  • [3] Networked Multi-Sensor Fusion Estimation with Delays, Packet Losses and Missing Measurements
    Chen, Bo
    Yu, Li
    Zhang, Wen-An
    Song, Haiyu
    [J]. 2012 12TH INTERNATIONAL CONFERENCE ON CONTROL, AUTOMATION, ROBOTICS & VISION (ICARCV), 2012, : 695 - 700
  • [4] Robust Fusion Kalman Estimator of the Multi-Sensor Descriptor System with Multiple Types of Noises and Packet Loss
    Zheng, Jie
    Cui, Wenxia
    Sun, Sian
    [J]. SENSORS, 2023, 23 (15)
  • [5] Multi-Sensor Fusion Adaptive Estimation for Nonlinear Under-Observed System with Multiplicative Noise
    Cui, Yongpeng
    Sun, Xiaojun
    [J]. CHINESE JOURNAL OF ELECTRONICS, 2024, 33 (01) : 282 - 292
  • [6] Multi-Sensor Fusion Adaptive Estimation for Nonlinear Under-observed System with Multiplicative Noise
    Yongpeng CUI
    Xiaojun SUN
    [J]. Chinese Journal of Electronics, 2024, 33 (01) : 282 - 292
  • [7] Hierarchical fusion estimation for multi-sensor networked systems with transmission delays and packet dropouts
    Yang, Hongjiu
    Li, Hui
    Xia, Yuanqing
    Li, Li
    [J]. SIGNAL PROCESSING, 2019, 156 : 156 - 165
  • [8] Centralized H∞ Fusion Filter Design in Multi-sensor Nonlinear Fusion System
    Li, Qinghua
    Wang, Hongjun
    Du, Jun
    Li, Qinghua
    Liu, Xuezhen
    Lin, Fei
    [J]. 2008 IEEE CONFERENCE ON ROBOTICS, AUTOMATION, AND MECHATRONICS, VOLS 1 AND 2, 2008, : 86 - +
  • [9] Multi-sensor Information Fusion Cubature Kalman Filter for Nonlinear System
    Wang, Jing
    Hao, Gang
    Li, Yun
    Zhao, Ming
    Li, Hui
    [J]. PROCEEDINGS OF THE 2019 31ST CHINESE CONTROL AND DECISION CONFERENCE (CCDC 2019), 2019, : 857 - 862
  • [10] Multi-sensor information fusion filtering for delayed nonlinear stochastic singular systems with packet disorders
    Wang, Chen
    Hu, Jun
    Hu, Zhibin
    Du, Junhua
    Liu, Hongjian
    [J]. JOURNAL OF THE FRANKLIN INSTITUTE-ENGINEERING AND APPLIED MATHEMATICS, 2024, 361 (05):