Design of Gaussian filter for nonlinear system with correlated noises, randomly delayed measurements, packet dropouts and communication constraints

被引:0
|
作者
Liang, Kai-Qiang [1 ]
Zhou, Yang [1 ]
Zhao, Kai [1 ]
Yin, Hang [1 ]
Guo, Dong-Hui [1 ]
Xiao, Lu [1 ]
机构
[1] Beijing Inst Astronaut Syst Engn, Beijing 100076, Peoples R China
关键词
Gaussian filter; nonlinear system; Correlated noises; Randomly delayed measurement; Packet dropouts; Communication constraints; Alternative framework; APPROXIMATION RECURSIVE FILTER; NETWORKED CONTROL-SYSTEMS;
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
To deal with the non-ideal conditions for state estimation problem, in this paper, a novel state estimation problem for nonlinear system with correlated noised, randomly delayed measurement, packet dropouts and communication constraints is considered. Using the alternative framework, we deduce the augmented filter, where state and measurement noises are estimated associated with state. To show the effectiveness of the proposed filter, the numerical realization on the basis of third-degree spherical-radial cubature rule is given, and the result is applied to deal with the univariate non-stationary growth model(UNGM). What's more, the superiority is shown through the simulation results.
引用
收藏
页码:3085 / 3090
页数:6
相关论文
共 50 条
  • [21] Bayesian filter for nonlinear systems with randomly delayed and lost measurements
    Esmzad, Ramin
    Esfanjani, Reza Mahboobi
    AUTOMATICA, 2019, 107 : 36 - 42
  • [22] Distributed Filtering with Communication Constraints, Randomly Occurring Nonlinearities and Correlated Noises Over Sensor Networks
    Liu, Tianqi
    Chen, Dongyan
    PROCEEDINGS OF THE 2019 31ST CHINESE CONTROL AND DECISION CONFERENCE (CCDC 2019), 2019, : 2787 - 2792
  • [23] Robust extended Kalman filtering for nonlinear stochastic systems with random sensor delays, packet dropouts and correlated noises
    Qian, Huaming
    Qiu, Zhenbing
    Wu, Yonghui
    AEROSPACE SCIENCE AND TECHNOLOGY, 2017, 66 : 249 - 261
  • [24] H∞ filter design for networked nonlinear systems with random delay and packet dropouts
    Zhao, Liying
    Dou, Liya
    Zhongnan Daxue Xuebao (Ziran Kexue Ban)/Journal of Central South University (Science and Technology), 2014, 45 (12): : 4224 - 4231
  • [25] Time-delayed Logistic system driven by correlated Gaussian white noises
    Guo Yong-Feng
    Xu Wei
    ACTA PHYSICA SINICA, 2008, 57 (10) : 6081 - 6085
  • [26] Particle filter for nonlinear systems with multiple step randomly delayed measurements
    Huang, Yulong
    Zhang, Yonggang
    Li, Ning
    Zhao, Lin
    ELECTRONICS LETTERS, 2015, 51 (23) : 1859 - 1860
  • [27] Recursive estimation for nonlinear stochastic systems with multi-step transmission delays, multiple packet dropouts and correlated noises
    Wang, Shaoying
    Fang, Huajing
    Tian, Xuegang
    SIGNAL PROCESSING, 2015, 115 : 164 - 175
  • [28] A measurements fusion filter for the multi-sensor system with correlated noises
    Li Shengwei
    Feng Xiaoliang
    Lu Yazhou
    PROCEEDINGS OF THE 10TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION (WCICA 2012), 2012, : 4458 - 4462
  • [29] Gaussian Smoothers for Nonlinear Systems With One-Step Randomly Delayed Measurements
    Wang, Xiaoxu
    Pan, Quan
    Liang, Yan
    Yang, Feng
    IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2013, 58 (07) : 1828 - 1835
  • [30] A generalized augmented Gaussian approximation filter for nonlinear systems with non-additive correlated noises
    Qian Hua-ming
    Wei, Huang
    2013 THIRD INTERNATIONAL CONFERENCE ON INSTRUMENTATION & MEASUREMENT, COMPUTER, COMMUNICATION AND CONTROL (IMCCC), 2013, : 1618 - 1623