AN OUTPUT SIGNAL BASED COMBINATION OF TWO NLMS ADAPTIVE ALGORITHMS

被引:0
|
作者
Trump, Tonu [1 ]
机构
[1] Tallinn Univ Technol, Dept Radio & Telecommun Engn, Tallinn, Estonia
关键词
D O I
暂无
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
This paper studies an affine combination of two NLMS adaptive filters, which is an interesting way of improving the performance of adaptive algorithms. The structure consists of two adaptive filters that adapt on the same input signal, one with a large and the other one with a small step size. Outputs of the individual filters are combined together with help of a parameter lambda. Such a combination is capable of achieving fast initial convergence and small steady state error at the same time. In this paper we propose a novel way of computing the combination parameter lambda and investigate the performance of the resulting combined algorithm.
引用
收藏
页码:45 / 50
页数:6
相关论文
共 50 条
  • [41] Adaptive traffic signal control algorithms based on probe vehicle data
    Lian, Fushi
    Chen, Bokui
    Zhang, Kai
    Miao, Lixin
    Wu, Jinchao
    Luan, Shichao
    JOURNAL OF INTELLIGENT TRANSPORTATION SYSTEMS, 2021, 25 (01) : 41 - 57
  • [42] Adaptive eigendecomposition algorithms for eigenstructure-based array signal processing
    Chang, L
    JOURNAL OF THE CHINESE INSTITUTE OF ENGINEERS, 1997, 20 (04) : 365 - 375
  • [43] Adaptive eigendecomposition algorithms for eigenstructure-based array signal processing
    Chang, Lena
    Journal of the Chinese Institute of Engineers, Transactions of the Chinese Institute of Engineers,Series A/Chung-kuo Kung Ch'eng Hsuch K'an, 1997, 20 (04): : 365 - 375
  • [44] A Block-Based Convex Combination of NLMS and ZA-NLMS for Identifying Sparse Systems with Variable Sparsity
    Das, Bijit K.
    Chakraborty, Mrityunjoy
    2017 IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS (ISCAS), 2017, : 2335 - 2338
  • [45] TRACKING ANALYSES OF M-ESTIMATE BASED LMS AND NLMS ALGORITHMS
    Yu, Yi
    de Lamare, Rodrigo C.
    Yang, Tao
    Cai, Qiangming
    2021 IEEE STATISTICAL SIGNAL PROCESSING WORKSHOP (SSP), 2021, : 1 - 5
  • [46] Refined Algorithms for Adaptive Optimal Output Regulation and Adaptive Optimal Cooperative Output Regulation Problems
    Lin, Liquan
    Huang, Jie
    IEEE TRANSACTIONS ON CONTROL OF NETWORK SYSTEMS, 2025, 12 (01): : 241 - 250
  • [47] Design of fractional-order variants of complex LMS and NLMS algorithms for adaptive channel equalization
    Shah, Syed Muslim
    Samar, Raza
    Khan, Noor M.
    Raja, Muhammad Asif Zahoor
    NONLINEAR DYNAMICS, 2017, 88 (02) : 839 - 858
  • [48] Adaptive MIMO Channel Estimation using Sparse Variable Step-Size NLMS Algorithms
    Gui, Guan
    Xu, Li
    Shan, Lin
    Adachi, Fumiyuki
    2014 IEEE INTERNATIONAL CONFERENCE ON COMMUNICATION SYSTEMS (ICCS), 2014, : 605 - 609
  • [49] Differentiable Programming based Step Size Optimization for LMS and NLMS Algorithms
    Hayashi, Kazunori
    Shiohara, Kaede
    Sasaki, Tetsuya
    2019 ASIA-PACIFIC SIGNAL AND INFORMATION PROCESSING ASSOCIATION ANNUAL SUMMIT AND CONFERENCE (APSIPA ASC), 2019, : 1721 - 1727
  • [50] GAIN ALLOCATION IN PROPORTIONATE-TYPE NLMS ALGORITHMS FOR FAST DECAY OF OUTPUT ERROR AT ALL TIMES
    Wagner, Kevin T.
    Doroslovacki, Milos I.
    2009 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, VOLS 1- 8, PROCEEDINGS, 2009, : 3117 - +