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Реализация нейронной WTA-сети на мемристорном кроссбаре

Реализация нейронной WTA-сети на мемристорном кроссбаре

Abstract

An algorithm for mapping the weighting coefficients matrix of a neural WTA ("Winner Takes All") network onto a memristor crossbar is proposed. The neural WTA network built on the basis of the memristor crossbar is simulated using the LTSPICE program. The simulation results can be used both in mathematical modelling and in the physical implementation of the neural networks with the memristor interconnections.

Предложен алгоритм отображения матрицы весовых коэффициентов нейронной WTA-сети на мемристорный кроссбар. Выполнено моделирование нейронной WTA-сети, построенной на основе мемристорного кроссбара, с использованием программы LTSPICE. Полученные результаты могут быть использованы как при математическом моделировании, так и при физической реализации нейронных сетей с межнейронными связями на мемристорах.

Keywords

МЕМРИСТОР,MEMRISTOR,СОПРОТИВЛЕНИЕ МЕМРИСТОРА,КРОССБАР,CROSSBAR,НЕЙРОННАЯ СЕТЬ,NEURAL NETWORK,МАТРИЦА ВЕСОВЫХ КОЭФФИЦИЕНТОВ,WEIGHTING COEFFICIENTS MATRIX,WTA,MEMRISTANCE

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average
gold