THEORETICAL ANALYSIS OF A TIME-FREQUENCY-PCNN AUDITORY CORTEX MODEL

Author:

VOLKMER MARKUS1

Affiliation:

1. Hamburg University of Technology, Department of Distributed Systems, D-21073 Hamburg, Germany

Abstract

A particular pulsed neural model of the auditory cortex, the Time-Frequency Pulse Coupled Neural Network (TF-PCNN), has shown to decompose its stimulus from the cochlea into characteristic pulse-coded time-frequency (TF) stop and pass regions. A derived sum of spectrograms representation with these zero- or one-valued TF weightings has already been applied for the denoising of speech in a previous work. This decomposition is now related to the concept of TF projection filters, which allows to reinterpret the model equations. The functionality imposed by the model equations can so be accessed and justified from a TF signal processing perspective, in addition to its biological motivation from experimentally observed neurophysiological behavior and simulations.

Publisher

World Scientific Pub Co Pte Lt

Subject

Computer Networks and Communications,General Medicine

Reference18 articles.

1. S. A. Shamma, The Handbook of Brain Theory and Neural Networks (MIT Press, 1995) pp. 110–115.

2. A pulsed neural network model of spectro-temporal receptive fields and population coding in auditory cortex

3. W. Singer, The MIT Encyclopedia of the Cognitive Sciences (MIT Press, Cambridge, Mass, 1999) pp. 81–84.

4. Auditory Scene Analysis

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