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...
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: | |
Online Access: | https://www.frontiersin.org/articles/10.3389/fnins.2021.628254/full |
Similar Items
-
Hardware Implementation of Differential Oscillatory Neural Networks Using VO 2-Based Oscillators and Memristor-Bridge Circuits
by: Jafar Shamsi, et al.
Published: (2021-07-01) -
A New Method of the Pattern Storage and Recognition in Oscillatory Neural Networks Based on Resistive Switches
by: Andrei Velichko, et al.
Published: (2018-10-01) -
A Model of an Oscillatory Neural Network with Multilevel Neurons for Pattern Recognition and Computing
by: Andrei Velichko, et al.
Published: (2019-01-01) -
A Spiking Neural Network Based on the Model of VO<sub>2</sub>–Neuron
by: Maksim Belyaev, et al.
Published: (2019-09-01) -
Phase Coupling and Control of Oxide-Based Oscillators for Neuromorphic Computing
by: Abhishek A. Sharma, et al.
Published: (2015-01-01)