Genetic Algorithm Applied to the Eigenvalue Equalization Filtered-x LMS Algorithm (EE-FXLMS)
Joint Authors
Blotter, Jonathan D.
Thomas, Jared K.
Sommerfeldt, Scott D.
Lovstedt, Stephan P.
Source
Advances in Acoustics and Vibration
Issue
Vol. 2008, Issue 2008 (31 Dec. 2008), pp.1-12, 12 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2008-05-08
Country of Publication
Egypt
No. of Pages
12
Main Subjects
Abstract EN
The FXLMS algorithm, used extensively in active noise control (ANC), exhibits frequency-dependent convergence behavior.
This leads to degraded performance for time-varying tonal noise and noise with multiple stationary tones.
Previous work by the authors proposed the eigenvalue equalization filtered-x least mean squares (EE-FXLMS) algorithm.
For that algorithm, magnitude coefficients of the secondary path transfer function are modified to decrease variation in the eigenvalues of the filtered-x autocorrelation matrix, while preserving the phase, giving faster convergence and increasing overall attenuation.
This paper revisits the EE-FXLMS algorithm, using a genetic algorithm to find magnitude coefficients that give the least variation in eigenvalues.
This method overcomes some of the problems with implementing the EE-FXLMS algorithm arising from finite resolution of sampled systems.
Experimental control results using the original secondary path model, and a modified secondary path model for both the previous implementation of EE-FXLMS and the genetic algorithm implementation are compared.
American Psychological Association (APA)
Lovstedt, Stephan P.& Thomas, Jared K.& Sommerfeldt, Scott D.& Blotter, Jonathan D.. 2008. Genetic Algorithm Applied to the Eigenvalue Equalization Filtered-x LMS Algorithm (EE-FXLMS). Advances in Acoustics and Vibration،Vol. 2008, no. 2008, pp.1-12.
https://search.emarefa.net/detail/BIM-498359
Modern Language Association (MLA)
Lovstedt, Stephan P.…[et al.]. Genetic Algorithm Applied to the Eigenvalue Equalization Filtered-x LMS Algorithm (EE-FXLMS). Advances in Acoustics and Vibration No. 2008 (2008), pp.1-12.
https://search.emarefa.net/detail/BIM-498359
American Medical Association (AMA)
Lovstedt, Stephan P.& Thomas, Jared K.& Sommerfeldt, Scott D.& Blotter, Jonathan D.. Genetic Algorithm Applied to the Eigenvalue Equalization Filtered-x LMS Algorithm (EE-FXLMS). Advances in Acoustics and Vibration. 2008. Vol. 2008, no. 2008, pp.1-12.
https://search.emarefa.net/detail/BIM-498359
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-498359