Title

A Mixed Analog/Digital Vlsi Design And Simulation Of An Adaptive Resonance Theory (Art) Neural Network Architecture

Authors

Authors

C. S. Ho; J. J. Liou; M. Georgiopoulos;C. Christodoulou

Comments

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Abbreviated Journal Title

Simulation

Keywords

VLSI; AART1-NN; neural networks; analog digital design; adaptive; resonance theory (ART); IMPLEMENTATION; Computer Science, Interdisciplinary Applications; Computer Science, ; Software Engineering

Abstract

This paper presents a mixed analog/digital circuit design and simulation for an architecture called the augmented adaptive resonance theory-1 neural network (AART1-NN). The circuit is implemented based on the transconductance-mode approach and mixed analog/digital components, in which analog circuits are used to fully incorporate the parallel mechanism of the neural network, whereas digital circuits are used to provide a reduced circuit size as well as more precise multiplication operation. The AART1-NN circuit implemented is simulated using Pspice, and the results are in good agreement with those calculated numerically from the coupled nonlinear differential equations governing the AART1-NN.

Journal Title

Simulation

Volume

66

Issue/Number

1

Publication Date

1-1-1996

Document Type

Article

Language

English

First Page

31

Last Page

39

WOS Identifier

WOS:A1996UE62200004

ISSN

0037-5497

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