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Other literature type . 2022
License: CC BY
Data sources: ZENODO
ZENODO
Other literature type . 2022
License: CC BY
Data sources: Datacite
ZENODO
Other literature type . 2022
License: CC BY
Data sources: Datacite
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Clúster de FPAAs para reconocimiento de imágenes utilizando redes neuronales

Authors: García Moreno, Daniel; Del Barrio García, Alberto; Botella Juan, Guillermo;

Clúster de FPAAs para reconocimiento de imágenes utilizando redes neuronales

Abstract

La computación analógica ha estado recuperando relevancia en los últimos años. Las Field-Programmable Analog Arrays (FPAAs) son dispositivos equivalentes a las Field-Programmable Gate Arrays, pero dentro del dominio analógico y de señal mixta. Con el objetivo de incrementar la cantidad de recursos analógicos, en este artículo se va a proponer el diseño y construcción de un clúster de 40 FPAAs. Como caso de uso, se ha implementado una red neuronal analógica de tipo feedforward 19-8-6-4 sobre el propio clúster. Con la ayuda de técnicas software basadas en la DCT, la red neuronal es capaz de clasificar imágenes de 28x28 píxeles del popular dataset MNIST. Los resultados obtenidos muestran que la red analógica puede obtener resultados similares a los de la red software de referencia y de mismas características.

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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