A COMPARISON OF LMS ADAPTIVE CANCELLERS IMPLEMENTED IN THE FREQUENCY-DOMAIN AND THE TIME DOMAIN

被引:12
|
作者
REED, FA
FEINTUCH, PL
机构
[1] Hughes Aircraft Company, Fullerton CA, United States
来源
关键词
D O I
10.1109/TCS.1981.1085010
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
Adaptive cancelling can be performed in the frequency domain with significant computational savings over time-domain implementations. This paper considers the statistical behavior of a frequency-domain adaptive canceller with white noise inputs, and develops expressions for the mean and variance of the adaptive filter weights, and for the mean-square error (MSE). These are compared to the behavior of a time-domain canceller with the same inputs through a combination of analysis and simulation. It is shown that the performance of the two algorithms can differ significantly due to the effects of block processing in the FFT. However, conditions are given under which the two implementations are essentially equivalent for white noise inputs so that the frequency-domain algorithm can be used to predict the mean, variance, time response, and MSE of the time-domain algorithm.
引用
收藏
页码:610 / 615
页数:6
相关论文
共 50 条
  • [21] Analysis of the frequency-domain block LMS algorithm
    Chan, KS
    Farhang-Boroujeny, B
    [J]. 2000 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, PROCEEDINGS, VOLS I-VI, 2000, : 380 - 383
  • [22] On the Step-Size Bounds of Frequency-Domain Block LMS Adaptive Filters
    Lee, Junghsi
    Huang, Hsu-Chang
    [J]. IEEE SIGNAL PROCESSING LETTERS, 2013, 20 (01) : 23 - 26
  • [23] An analysis and comparison of frequency-domain and time-domain input shaping
    Pao, LY
    Cutforth, CF
    [J]. PROCEEDINGS OF THE 1998 AMERICAN CONTROL CONFERENCE, VOLS 1-6, 1998, : 3072 - 3074
  • [24] A REDUCED STRUCTURE OF THE FREQUENCY-DOMAIN BLOCK LMS ADAPTIVE DIGITAL-FILTER
    LEE, JC
    UN, CK
    [J]. PROCEEDINGS OF THE IEEE, 1984, 72 (12) : 1816 - 1818
  • [25] Comparison of frequency-domain and time-domain fluorescence lifetime tomography
    Kumar, Anand T. N.
    Raymond, Scott B.
    Bacskai, Brian J.
    Boas, David A.
    [J]. OPTICS LETTERS, 2008, 33 (05) : 470 - 472
  • [26] PERFORMANCE ANALYSIS OF FREQUENCY-DOMAIN BLOCK LMS ADAPTIVE DIGITAL-FILTERS
    LEE, JC
    UN, CK
    [J]. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS, 1989, 36 (02): : 173 - 189
  • [27] NONLINEAR QUANTIZATION EFFECTS IN THE FREQUENCY-DOMAIN COMPLEX SCALAR LMS ADAPTIVE ALGORITHM
    SHERWOOD, DT
    BERSHAD, NJ
    [J]. IEEE TRANSACTIONS ON ACOUSTICS SPEECH AND SIGNAL PROCESSING, 1986, 34 (01): : 140 - 151
  • [28] FREQUENCY-DOMAIN ADAPTIVE CONTROLLER
    HARRIS, SL
    MELLICHAMP, DA
    [J]. INDUSTRIAL & ENGINEERING CHEMISTRY PROCESS DESIGN AND DEVELOPMENT, 1981, 20 (02): : 188 - 196
  • [29] ADAPTIVE FILTERING IN FREQUENCY-DOMAIN
    DENTINO, M
    MCCOOL, J
    WIDROW, B
    [J]. PROCEEDINGS OF THE IEEE, 1978, 66 (12) : 1658 - 1659
  • [30] CONVERSION OF FREQUENCY-DOMAIN DATA TO THE TIME DOMAIN
    ULRIKSSON, B
    [J]. PROCEEDINGS OF THE IEEE, 1986, 74 (01) : 74 - 77