NDLI: Conjugate gradient method for adaptive nonlinear filtering

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Volume 2 - 1994

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Volume 1 - 1994

Proceedings of 36th Midwest Symposium on Circuits and Systems

[1992] Proceedings of the 35th Midwest Symposium on Circuits and Systems

[1991] Proceedings of the 34th Midwest Symposium on Circuits and Systems

Proceedings of the 33rd Midwest Symposium on Circuits and Systems

Proceedings of the 32nd Midwest Symposium on Circuits and Systems,

Conjugate gradient method for adaptive nonlinear filtering

Content Provider	IEEE Xplore Digital Library
Author	Rajan, S. Kyung Sub Joo Bose, T. Mei-Qin Chen
Copyright Year	1994
Description	Author affiliation: Dept. of Electr. Eng., Colorado Univ., Denver, CO, USA (Rajan, S.; Kyung Sub Joo; Bose, T.; Mei-Qin Chen)
Abstract	The application of the Conjugate Gradient (CG) method for the identification of a new class of non-linear discrete time systems, called "Generalized Bilinear System" is investigated. An algorithm based on the CG method is developed for adaptive generalized bilinear filtering with output error method. This algorithm outperforms the LMS and RLS methods in terms of speed of convergence. In this algorithm, the optimization is done over blocks of input and output data rather than a single pair of data. However, only one iteration and coefficient update is done for every sample of data. Some examples are given to illustrate the efficiency of the algorithm.
Starting Page	1327
Ending Page	1330
File Size	314919
Page Count	4
File Format	PDF
ISBN	0780324285
DOI	10.1109/MWSCAS.1994.519054
Language	English
Publisher	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher Date	1994-08-03
Publisher Place	USA
Access Restriction	Subscribed
Rights Holder	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subject Keyword	Gradient methods Adaptive filters Nonlinear systems Character generation Finite impulse response filter Equations Filtering Mathematics Computer science Application software
Content Type	Text
Resource Type	Article

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