Digital Vlsi Circuit-Design And Simulation Of An Adaptive Resonance Theory Neural-Network

    Authors

    C. S. Ho;J. J. Liou

    Comments

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    Abbreviated Journal Title

    Int. J. Electron.

    Keywords

    Engineering, Electrical & Electronic

    Abstract

    A digital VLSI circuit design for an adaptive resonance theory (ART) neural network architecture, called the augmented ART-1 neural network (AART1-NN) is presented. An 'axon-synapse-tree' structure is used to realize the activities of the short-term memories and reset subsystem. The long-term memory traces are implemented using NMOS transmission gates. PSpice circuit simulation was carried out to verify the design of a prototype, seven-node AART1-NN. A clock-controlled delay element is included in the simulation to illustrate the functionality of the AART1-NN. It is shown that the AART1-NN node selection activities simulated from the circuit designed are identical to those described by the coupled differential equations governing the AART1-NN.

    Journal Title

    International Journal of Electronics

    Volume

    79

    Issue/Number

    2

    Publication Date

    1-1-1995

    Document Type

    Article

    Language

    English

    First Page

    151

    Last Page

    162

    WOS Identifier

    WOS:A1995RU26000003

    ISSN

    0020-7217

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