Study and Improving on Adaptive Filter

Abstract:

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In this paper the principle of adaptive filter and various least mean square (LMS) adaptive filter algorithm is studied, based on the related hyperbolic tangent function LMS algorithm is presented, referred to as CTanh-LMS algorithm. Simulation results show that, compared with other adaptive filter algorithm, this method has better denoising ability, and the algorithm is simple, fast convergence rate, and can satisfy the gearbox vibration signal denoising requirements. The proposed algorithm can not only solve the gearbox fault feature extraction, and give adaptive filter algorithm research provides a new means, has important theoretical significance and practical value.

Info:

Periodical:

Edited by:

Dongye Sun, Wen-Pei Sung and Ran Chen

Pages:

1392-1396

DOI:

10.4028/www.scientific.net/AMM.121-126.1392

Citation:

H. X. Pan and Y. Y. Zhang, "Study and Improving on Adaptive Filter", Applied Mechanics and Materials, Vols. 121-126, pp. 1392-1396, 2012

Online since:

October 2011

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Price:

$35.00

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