Nonlinear filtering of non-Gaussian noise

被引:45
|
作者
Plataniotis, KN
Androutsos, D
Venetsanopoulos, AN
机构
[1] Dept. of Elec. and Comp. Engineering, University of Toronto, Toronto
关键词
adaptive algorithms; Gaussian mixtures; Kalman filter; narrowband interference; non-Gaussian filtering;
D O I
10.1023/A:1007974400149
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper introduces a new nonlinear filter for a discrete time, linear system which is observed in additive non-Gaussian measurement noise. The new filter is recursive, computationally efficient and has significantly improved performance over other linear and nonlinear schemes. The problem of narrowband interference suppression in additive noise is considered as an important example of non-Gaussian noise filtering. It is shown that the new filter outperforms currently used approaches and at the same time offers simplicity in the design.
引用
收藏
页码:207 / 231
页数:25
相关论文
共 50 条
  • [1] Nonlinear Filtering of Non-Gaussian Noise
    K. N. Plataniotis
    D. Androutsos
    A. N. Venetsanopoulos
    Journal of Intelligent and Robotic Systems, 1997, 19 : 207 - 231
  • [2] Nonlinear filtering of non-Gaussian noise
    Univ of Toronto, Toronto, Canada
    J Intell Rob Syst Theor Appl, 2 (207-231):
  • [3] Nonlinear Spline Adaptive Filtering Against Non-Gaussian Noise
    Wenyan Guo
    Yongfeng Zhi
    Circuits, Systems, and Signal Processing, 2022, 41 : 579 - 596
  • [4] Nonlinear Spline Adaptive Filtering Against Non-Gaussian Noise
    Guo, Wenyan
    Zhi, Yongfeng
    CIRCUITS SYSTEMS AND SIGNAL PROCESSING, 2022, 41 (01) : 579 - 596
  • [5] Adaptive Filtering of Non-Gaussian Flicker Noise
    Parshin, Alexander
    Parshin, Yuri
    2020 9TH MEDITERRANEAN CONFERENCE ON EMBEDDED COMPUTING (MECO), 2020, : 521 - 525
  • [6] NONLINEAR AND NON-GAUSSIAN OCEAN NOISE
    BROCKETT, PL
    HINICH, M
    WILSON, GR
    JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA, 1987, 82 (04): : 1386 - 1394
  • [7] Research of Quality of Nonlinear Markov Filtering RGB Signal in Conditions of Gaussian and non-Gaussian Noise
    Sokolov, Rostislav I.
    Abdullin, Renat R.
    2016 URSI ASIA-PACIFIC RADIO SCIENCE CONFERENCE (URSI AP-RASC), 2016, : 1485 - 1488
  • [8] Nonlinear filtering methods for harmonic retrieval and model order selection in Gaussian and non-Gaussian noise
    Hilands, TW
    Thomopoulos, SCA
    IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1997, 45 (04) : 982 - 995
  • [9] Gaussian sum filtering methods for nonlinear non-Gaussian models
    Lin Q.
    Yin J.-J.
    Zhang J.-Q.
    Hu B.
    Xi Tong Gong Cheng Yu Dian Zi Ji Shu/Systems Engineering and Electronics, 2010, 32 (12): : 2493 - 2499
  • [10] Complex-Valued Gaussian Sum Filter for Nonlinear Filtering of Non-Gaussian/Non-Circular Noise
    Mohammadi, Arash
    Plataniotis, Konstantinos N.
    IEEE SIGNAL PROCESSING LETTERS, 2015, 22 (04) : 440 - 444