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A Circuit-Design Model of a Digital Neuron Operating with the Mean Value of a Stochastic Stream

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Abstract

A digital neuron circuit suggested in this work consists only of simple logic gates, several adders, and several random number generators. This makes it possible to reduce hardware costs and increase the number of synapses. A mathematical model and experiments made with a model program are described. The Rprop optimization algorithm is used for learning.

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  1. Demidov State University, ul. Sovetskaya 14, Yaroslavl, 150000, Russia

    A. V. Luk'yanov

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  1. A. V. Luk'yanov
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Luk'yanov, A.V. A Circuit-Design Model of a Digital Neuron Operating with the Mean Value of a Stochastic Stream. Russian Microelectronics 30, 54–58 (2001). https://doi.org/10.1023/A:1009425926051

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  • DOI: https://doi.org/10.1023/A:1009425926051

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