Coupled VO2 Oscillators Circuit as Analog First Layer Filter in Convolutional Neural Networks

Coupled VO2 Oscillators Circuit as Analog First Layer Filter in Convolutional Neural Networks

In this work we present an in-memory computing platform based on coupled VO2 oscillators fabricated in a crossbar configuration on silicon. Compared to existing platforms, the crossbar configuration promises significant improvements in terms of area density and oscillation frequency. Further, the cr...

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Bibliographic Details
Main Authors: Elisabetta Corti, Joaquin Antonio Cornejo Jimenez, Kham M. Niang, John Robertson, Kirsten E. Moselund, Bernd Gotsmann, Adrian M. Ionescu, Siegfried Karg
Format: Article
Language:English
Published: Frontiers Media S.A. 2021-02-01
Series:Frontiers in Neuroscience
Subjects:
oscillatory neural network
vanadium dioxide
phase-encoding
convolutional neural networks
pattern recognition
relaxation oscillators
Online Access:https://www.frontiersin.org/articles/10.3389/fnins.2021.628254/full

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https://www.frontiersin.org/articles/10.3389/fnins.2021.628254/full

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