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  1. IEEE Transactions on Circuits and Systems II: Analog and Digital Signal Processing
  2. Year : 1996 Volume : 43
  3. Issue 11
  4. Analysis of an anti-Hebbian adaptive FIR filtering algorithm
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Year : 2003 Volume : 50
Year : 2002 Volume : 49
Year : 2001 Volume : 48
Year : 2000 Volume : 47
Year : 1999 Volume : 46
Year : 1998 Volume : 45
Year : 1997 Volume : 44
Year : 1996 Volume : 43
Issue 12
Issue 11
A comparative analysis of switched-current circuits
Continuous-time adaptive delay system
An approach to fully differential circuit design without common-mode feedback
The design of log-domain filters based on the operational simulation of LC ladders
Wideband CMOS transconductor for analog VLSI systems
Analysis of an anti-Hebbian adaptive FIR filtering algorithm
Issue 10
Issue 9
Issue 8
Issue 7
Issue 6
Issue 5
Issue 4
Issue 3
Issue 2
Issue 1
Year : 1995 Volume : 42
Year : 1994 Volume : 41
Year : 1993 Volume : 40
Year : 1992 Volume : 39

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Analysis of an anti-Hebbian adaptive FIR filtering algorithm

Content Provider IEEE Xplore Digital Library
Author Douglas, S.C.
Copyright Year 1992
Abstract In this brief, a recently proposed adaptive FIR filtering algorithm based upon an anti-Hebbian learning scheme is analyzed. Approximate evolution equations for the mean coefficient vector and coefficient correlation matrix are derived assuming noise-corrupted input and desired response signals. From our analysis, it is shown that the proposed algorithm can achieve an unbiased estimate of the unknown system in a system identification task if the input noise is uncorrelated with the same variance as the output noise. In more general situations, the solution obtained by the algorithm is biased. Moreover, the adaptive filter coefficients can diverge if the signal-to-noise ratio of the desired response signal is sufficiently small. Simulations verify the theoretical predictions and indicate the range of behaviors of the anti-Hebbian learning scheme for FIR system identification tasks.
Sponsorship IEEE Circuits and Systems Society
Starting Page 777
Ending Page 780
Page Count 4
File Size 408442
File Format PDF
ISSN 10577130
Volume Number 43
Issue Number 11
Language English
Publisher Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher Date 1996-11-01
Publisher Place U.S.A.
Access Restriction Subscribed
Rights Holder Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subject Keyword Algorithm design and analysis Finite impulse response filter Filtering algorithms Signal analysis Adaptive filters System identification Adaptive algorithm Iterative algorithms Signal processing algorithms Equations
Content Type Text
Resource Type Article
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