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Nonlinear / Non-Wiener Effects in Adaptive Algorithms
| Synopsis |
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The focus of this research effort is the investigation of nonlinear effects in normalized least-mean-square adaptive filtering, as manifested by performance better than that of the corresponding Wiener filter and the occurrence of time-varying weight behavior. While the existence of such effects has been known for some time, our recent progress has been to find an explanation for these effects in narrowband adaptive noise canceling and adaptive lagged prediction scenarios.
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| Publications |
- Takeshi Ikuma, A. A. (Louis) Beex, and James R. Zeidler, Non-Wiener Mean Weight Behavior of LMS Transversal Equalizers With Sinusoidal Interference, IEEE Transactions on Signal Processing, Vol. 56, No. 9, pp 4521-4525, September 2008.
- A. A. (Louis) Beex and Takeshi Ikuma, Bi-Scale LMS Equalization for Improved Performance, IEEE Workshop on Signal Processing Advances in Wireless Communications (SPAWC 2008), Recife, Brazil, 6-9 July 2008.
- A. A. (Louis) Beex and Takeshi Ikuma, Nonlinear Dynamic Effects of Adaptive Filtering in Narrowband Interference-Dominated Environments, International Conference on Applied Nonlinear Dynamics (ICAND 2007), Kauai, 24-28 September 2007. Invited paper.
- Takeshi Ikuma, A. A. (Louis) Beex, and James R. Zeidler, Non-Wiener Weight Behavior of LMS Transversal Equalizers, 32nd IEEE International Conference on Acoustics, Speech, and Signal
Processing, Honululu, HI, vol. III, pp. 1297-1300, 15-20 April 2007.
- A. A. (Louis) Beex and James R. Zeidler, "Linking Sequence Behavior in ANC," 2004 IEEE International Conference in Acoustics, Speech, and Signal Processing, Montreal, Quebec, Canada, vol. 2, pp. 833-836, 17-21 May 2004.
- A. A. (Louis) Beex and James R. Zeidler, "Steady-State Dynamic Weight Behavior in (N)LMS Adaptive Filters," in Least-Mean-Square Adaptive Filters, eds. Simon S. Haykin and Bernard Widrow, John Wiley & Sons, Inc., ISBN: 0-471-21570-8, 512 pages, pp. 335-443, 22 August 2003.
- A. A. (Louis) Beex and James R. Zeidler, "Non-Wiener Effects in Recursive Least Squares Adaptation," Seventh International Symposium on Signal Processing and its Applications (ISSPA 2003), Paris, France, vol. 2, pp. 595-598, 1-4 July 2003.
- A. A. (Louis) Beex and J. R. Zeidler, "Non-Linear Effects in Adaptive Linear Prediction," Fourth IASTED International Conference on Signal and Image Processing, pp.21-26 August 2002.
- A. A. (Louis) Beex and J. R. Zeidler, "Data Structure and Non-Linear Effects in Adaptive Filters,"2002 14th International Conference on Digital Signal Processing Proceedings, vol.2, pp.659-662, July 2002.
- A. A. (Louis) Beex and J. R. Zeidler, "Non-Linear Effects in Interference Contaminated Adaptive Equalization," IASTED International Conference on Signal Processing, Pattern Recognition, and Application, pp.474-479, June 2002.
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