Variable step-size pseudo affine projection algorithm for censored regression

被引:0
|
作者
Bolin Wang
Pengwei Wen
Boyang Qu
Xiaowei Song
Kai Liu
Xuzhao Chai
Jun Sun
Xiaomin Mu
机构
[1] Zhongyuan University of Technology,School of Electronic and Information Engineering
[2] North China University of Water Resources and Electric Power,School of Information Engineering
[3] Zhengzhou University,undefined
来源
关键词
Censored regression (CR); Computational complexity; Pseudo affine projection algorithm; Variable step-size;
D O I
暂无
中图分类号
学科分类号
摘要
The censored observations of adaptive signal processing have widely occurred in plenty of utility applications. Using traditional adaptive algorithms to recognize systems will confront convergence reduced under these circumstances. To address the above problem, the least mean square algorithm for censored regression (CR-LMS) has been proposed. However, the CR-LMS algorithm will converge slowly under colored inputs. In this paper, a pseudo affine projection algorithm based on censored regression (CR-PAP) is present to process colored input signals. Moreover, the variable step-size strategy is used to enhance the convergence performance. Computer simulations verify the better convergence of the proposed algorithm over the CR-LMS algorithm in system identification scenarios.
引用
收藏
页码:4229 / 4234
页数:5
相关论文
共 50 条
  • [1] Variable step-size pseudo affine projection algorithm for censored regression
    Wang, Bolin
    Wen, Pengwei
    Qu, Boyang
    Song, Xiaowei
    Liu, Kai
    Chai, Xuzhao
    Sun, Jun
    Mu, Xiaomin
    [J]. SIGNAL IMAGE AND VIDEO PROCESSING, 2023, 17 (08) : 4229 - 4234
  • [2] Enhanced Pseudo Affine Projection Algorithm with Variable Step-size
    Chung, Ik Joo
    [J]. JOURNAL OF THE ACOUSTICAL SOCIETY OF KOREA, 2012, 31 (02): : 79 - 86
  • [3] Robust pseudo affine projection algorithm with variable step-size
    Lee, J.
    Park, Y. -C.
    Youn, D. -H.
    [J]. ELECTRONICS LETTERS, 2008, 44 (03) : 250 - 251
  • [4] A variable step-size affine projection algorithm
    Mayyas, Khaled
    [J]. DIGITAL SIGNAL PROCESSING, 2010, 20 (02) : 502 - 510
  • [5] Optimal step-size of pseudo affine projection algorithm
    Zhi, Yong-Feng
    Shang, Fang-Fang
    Zhang, Jun
    Wang, Zhen
    [J]. APPLIED MATHEMATICS AND COMPUTATION, 2016, 273 : 82 - 88
  • [6] A variable step-size diffusion affine projection algorithm
    Yoo, J. W.
    Song, I. S.
    Shin, J. W.
    Park, P. G.
    [J]. INTERNATIONAL JOURNAL OF COMMUNICATION SYSTEMS, 2016, 29 (05) : 1012 - 1025
  • [7] Variable Step-Size Affine Projection Sign Algorithm
    Yoo, JinWoo
    Shin, JaeWook
    Park, PooGyeon
    [J]. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS II-EXPRESS BRIEFS, 2014, 61 (04) : 274 - 278
  • [8] A robust variable step-size affine projection algorithm
    Vega, Leonardo Rey
    Rey, Hernan
    Benesty, Jacob
    [J]. SIGNAL PROCESSING, 2010, 90 (09) : 2806 - 2810
  • [9] Variable step-size affine projection sign algorithm
    Shin, J.
    Yoo, J.
    Park, P.
    [J]. ELECTRONICS LETTERS, 2012, 48 (09) : 483 - 484
  • [10] AN EFFICIENT VARIABLE STEP-SIZE PROPORTIONATE AFFINE PROJECTION ALGORITHM
    Paleologu, Constantin
    Benesty, Jacob
    Albu, Felix
    Ciochina, Silviu
    [J]. 2011 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, 2011, : 77 - 80