제어로봇시스템학회:학술대회논문집
- 1996.10b
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- Pages.173-176
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- 1996
Tracking characteristics of the complex-LMS algorithm for a sweeping frequency sine-wave signal
주파수가 선형적으로 변하는 조화 입력에 대한 복소 최소자승오차법의 추종 특성
Abstract
The transient behavior of the complex-LMS adaptive filter is studied when the adaptive filter is operating on a fixed or sweeping complex frequency sine-wave signal. The first-order difference equation is derived for the mean weights and its closed form solution is obtained. The transient response is represented as a function of the eigenvectors and eigenvalues of input correlation matrix. The mean-square error of the algorithm is evaluated as well. An optimal convergence parameter and filter length can be determined for sweeping frequency sine-wave signals as a function of frequency change rate and signal and noise powers.