A Novel Blind Channel Identification and Equalisation Algorithm Based on Maximum Likelihood

被引:4
|
作者
Lakkis I. [1 ,3 ,4 ,5 ,6 ,10 ]
Mclernon D. [2 ,5 ,7 ,8 ,9 ,10 ,11 ]
Lopes L. [5 ,10 ,12 ,13 ,14 ,15 ]
机构
[1] Wireless Facilities Inc., 9725 Scranton RD, San Diego
[2] Dept. of Electron. and Elec. Eng., University of Leeds
[3] Wireless Facilities Inc., San Diego, CA
[4] Department of Electrical Engineering, Queen's University, Belfast
[5] Imperial College, London University
[6] South Bank University, London
[7] Electron. and Elec. Eng. Department, University of Leeds
[8] GSM Reserach Group, Motorola
基金
英国工程与自然科学研究理事会;
关键词
Blind equalisation; Cyclostationarity; FIR channel identification; Maximum likelihood; Music algorithm;
D O I
10.1023/A:1008880608792
中图分类号
学科分类号
摘要
A novel blind non-decision directed maximum likelihood algorithm for fractionally-spaced nonminimum phase FIR channel identification and equalisation is presented. The algorithm results from using the low signal to noise approximation to the average of the likelihood function with respect to the transmitted data sequence. The channel estimation equation is derived in a closed form. The resulting algorithm has two distinct advantages. The first is that the channel estimates are asymptotically consistent, and the second is that the algorithm is computationally efficient since it only requires the calculation of one eignevector. Simulation results are presented to show the performance of the proposed algorithm.
引用
收藏
页码:73 / 92
页数:19
相关论文
共 50 条
  • [31] Maximum likelihood method for blind identification of multiple autoregressive channels
    Fang, Z
    Hua, YB
    2003 INTERNATIONAL CONFERENCE ON MULTIMEDIA AND EXPO, VOL II, PROCEEDINGS, 2003, : 589 - 592
  • [32] Multichannel blind identification: From subspace to maximum likelihood methods
    Tong, L
    Perreau, S
    PROCEEDINGS OF THE IEEE, 1998, 86 (10) : 1951 - 1968
  • [33] A maximum likelihood identification algorithm of nonlinear continuous system based on continuous sampling
    Sun, XP
    Wang, YJ
    DYNAMICS OF CONTINUOUS DISCRETE AND IMPULSIVE SYSTEMS-SERIES A-MATHEMATICAL ANALYSIS, 2006, 13 : 464 - 471
  • [34] Maximum likelihood method based on interior point algorithm for aircraft parameter identification
    Zou, Xinsheng
    Li, Chunwen
    Journal of Aircraft, 1600, 42 (05): : 1355 - 1358
  • [35] Maximum likelihood method based on interior point algorithm for aircraft parameter identification
    Zou, XS
    Li, CW
    JOURNAL OF AIRCRAFT, 2005, 42 (05): : 1355 - 1358
  • [36] A fractionally spaced blind channel identification based on genetic algorithm
    Deng, AA
    Li, XL
    Xie, SL
    DYNAMICS OF CONTINUOUS DISCRETE AND IMPULSIVE SYSTEMS-SERIES A-MATHEMATICAL ANALYSIS, 2006, 13 : 1344 - 1350
  • [37] EXTENDED RECURSIVE MAXIMUM-LIKELIHOOD IDENTIFICATION ALGORITHM
    NORTON, JP
    PROCEEDINGS OF THE INSTITUTION OF ELECTRICAL ENGINEERS-LONDON, 1979, 126 (02): : 185 - 188
  • [38] DERIVATION OF RECURSIVE MAXIMUM-LIKELIHOOD IDENTIFICATION ALGORITHM
    PANUSKA, V
    ELECTRONICS LETTERS, 1977, 13 (01) : 19 - 20
  • [39] Stochastic maximum likelihood methods for semi-blind channel equalization
    Cirpan, HA
    Tsatsanis, MK
    THIRTY-FIRST ASILOMAR CONFERENCE ON SIGNALS, SYSTEMS & COMPUTERS, VOLS 1 AND 2, 1998, : 1629 - 1632
  • [40] Stochastic maximum likelihood methods for semi-blind channel estimation
    Univ of Istanbul, Istanbul, Turkey
    IEEE Signal Process Lett, 1 (21-24):