Direct Method for Time-Varying Nonlinear Filtering Problems

被引:7
|
作者
Chen, Xiuqiong [1 ]
Luo, Xue [2 ]
Yau, Stephen S. -T. [1 ]
机构
[1] Tsinghua Univ, Dept Math Sci, Beijing 100084, Peoples R China
[2] Beihang Univ, Sch Math & Syst Sci, Beijing 100191, Peoples R China
基金
中国国家自然科学基金;
关键词
FINITE-DIMENSIONAL FILTERS; DRIFT; EQUATION; SYSTEM;
D O I
10.1109/TAES.2017.2651650
中图分类号
V [航空、航天];
学科分类号
08 ; 0825 ;
摘要
This paper discusses how to solve a filtering problem for a class of continuous nonlinear time-varying systems via the Duncan-Mortensen-Zakai (DMZ) equation. In this paper, the original DMZ equation is changed into the Kolmogorov forward equation (KFE) by exponential transformations in each time interval, and then, under some assumptions, the KFE can be transformed into a time-varying Schrodinger equation, which can be solved explicitly. The novelty of this paper lies in how to transform the KFE into the Schrodinger equation. As a direct application, the results of the paper "Nonlinear filtering and time varying Schrodinger equation" are extended for time-varying Yau systems.
引用
收藏
页码:630 / 639
页数:10
相关论文
共 50 条
  • [1] ESTIMATION OF TIME-VARYING REACTIVITY USING A METHOD OF NONLINEAR FILTERING
    SHINOHARA, Y
    OGUMA, R
    NUCLEAR SCIENCE AND ENGINEERING, 1973, 52 (01) : 76 - 83
  • [2] Real-Time Solution of Time-Varying Yau Filtering Problems via Direct Method and Gaussian Approximation
    Chen, Xiuqiong
    Shi, Ji
    Yau, Stephen S-T
    IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2019, 64 (04) : 1648 - 1654
  • [3] H∞ Filtering for Systems with Delays and Time-varying Nonlinear Parameters
    Zhou, Shaosheng
    Lam, James
    CIRCUITS SYSTEMS AND SIGNAL PROCESSING, 2010, 29 (04) : 601 - 627
  • [4] Time-varying combinations of predictive densities using nonlinear filtering
    Billio, Monica
    Casarin, Roberto
    Ravazzolo, Francesco
    van Dijk, Herman K.
    JOURNAL OF ECONOMETRICS, 2013, 177 (02) : 213 - 232
  • [5] Robust H∞ FIR filtering for nonlinear time-varying systems
    Ryu, HS
    Kwon, BM
    Yoo, KS
    Kwon, OK
    SICE 2001: PROCEEDINGS OF THE 40TH SICE ANNUAL CONFERENCE, INTERNATIONAL SESSION PAPERS, 2001, : 395 - 400
  • [6] H∞ Filtering for Systems with Delays and Time-varying Nonlinear Parameters
    Shaosheng Zhou
    James Lam
    Circuits, Systems and Signal Processing, 2010, 29 : 601 - 627
  • [7] ROBUST H∞ FILTERING FOR NONLINEAR SYSTEMS WITH INTERVAL TIME-VARYING DELAYS
    Deng, Zhihong
    Shi, Peng
    Yang, Hongjiu
    Xia, Yuanqing
    INTERNATIONAL JOURNAL OF INNOVATIVE COMPUTING INFORMATION AND CONTROL, 2010, 6 (12): : 5527 - 5538
  • [8] Fuzzy filtering of nonlinear fuzzy stochastic systems with time-varying delay
    Wu, Ligang
    Wang, Zidong
    SIGNAL PROCESSING, 2009, 89 (09) : 1739 - 1753
  • [9] An approach to periodic, time-varying parameter estimation using nonlinear filtering
    Arnold, Andrea
    Lloyd, Alun L.
    INVERSE PROBLEMS, 2018, 34 (10)
  • [10] Robust H∞ FIR filtering for uncertain time-varying nonlinear systems
    Ryu, HS
    Yoo, KS
    Kwon, OK
    Kim, DW
    Park, CB
    PROCEEDINGS OF THE 39TH IEEE CONFERENCE ON DECISION AND CONTROL, VOLS 1-5, 2000, : 3031 - 3036