Bias-Compensated Normalized Least-Mean Fourth Algorithm for Noisy Input

被引:28
|
作者
Zheng, Zongsheng [1 ]
Liu, Zhigang [1 ]
Zhao, Haiquan [1 ]
机构
[1] Southwest Jiaotong Univ, Sch Elect Engn, Chengdu, Peoples R China
关键词
Normalized least-mean fourth (NLMF); Noisy input; System identification; NLMS ALGORITHM; STABILITY; FILTERS;
D O I
10.1007/s00034-016-0491-4
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This paper proposes a bias-compensated normalized least-mean fourth (NLMF) algorithm to compensate for the bias caused by noisy input. In the proposed algorithm, we add a bias-compensation vector to the conventional NLMF algorithm, and the bias-compensation vector is then derived based on the unbiasedness criterion. Simulation results in system identification context show that the proposed algorithm provides lower steady-state misalignment as compared to the conventional NLMF algorithm.
引用
收藏
页码:3864 / 3873
页数:10
相关论文
共 50 条
  • [1] Bias-Compensated Normalized Least-Mean Fourth Algorithm for Noisy Input
    Zongsheng Zheng
    Zhigang Liu
    Haiquan Zhao
    Circuits, Systems, and Signal Processing, 2017, 36 : 3864 - 3873
  • [2] Distributed bias-compensated normalized least-mean squares algorithms with noisy input
    Lu Fan
    Lijuan Jia
    Ran Tao
    Yue Wang
    Science China Information Sciences, 2018, 61
  • [3] Distributed bias-compensated normalized least-mean squares algorithms with noisy input
    Lu FAN
    Lijuan JIA
    Ran TAO
    Yue WANG
    ScienceChina(InformationSciences), 2018, 61 (11) : 193 - 207
  • [4] Distributed bias-compensated normalized least-mean squares algorithms with noisy input
    Fan, Lu
    Jia, Lijuan
    Tao, Ran
    Wang, Yue
    SCIENCE CHINA-INFORMATION SCIENCES, 2018, 61 (11)
  • [5] Bias-Compensated Normalized Least Mean Absolute Deviation Algorithm with Noisy Input
    Ma, Wentao
    Zheng, Dongqiao
    Zhang, Zhiyu
    Chen, Badong
    2017 20TH INTERNATIONAL CONFERENCE ON INFORMATION FUSION (FUSION), 2017, : 862 - 866
  • [6] Bias-Compensated Normalized Least Mean Fourth Algorithm for Adaptive Filtering of Impulsive Measurement Noises and Noisy Inputs
    Lee, Minho
    Park, Taesu
    Park, PooGyeon
    2019 12TH ASIAN CONTROL CONFERENCE (ASCC), 2019, : 220 - 223
  • [7] A bias-compensated fractional order normalized least mean square algorithm with noisy inputs
    Weidi Yin
    Songsong Cheng
    Yiheng Wei
    Jianmei Shuai
    Yong Wang
    Numerical Algorithms, 2019, 82 : 201 - 222
  • [8] Stabilization of a Bias-Compensated Normalized Least-Mean-Square Algorithm for Noisy Inputs
    Jung, Sang Mok
    Park, PooGyeon
    IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2017, 65 (11) : 2949 - 2961
  • [9] A bias-compensated fractional order normalized least mean square algorithm with noisy inputs
    Yin, Weidi
    Cheng, Songsong
    Wei, Yiheng
    Shuai, Jianmei
    Wang, Yong
    NUMERICAL ALGORITHMS, 2019, 82 (01) : 201 - 222
  • [10] Combination of Bias-Compensated Normalized LMS Algorithm for System Identification with Noisy Input
    Zheng, Dongqiao
    Ma, Wentao
    Zhang, Zhiyu
    Chen, Badong
    PROCEEDINGS OF 2017 3RD IEEE INTERNATIONAL CONFERENCE ON COMPUTER AND COMMUNICATIONS (ICCC), 2017, : 1564 - 1568