Back to Search Start Over

An Integrated Photorefractive Analog Matrix-Vector Multiplier for Machine Learning

Authors :
Elger A. Vlieg
Lucas Talandier
Roger Dangel
Folkert Horst
Bert J. Offrein
Source :
Applied Sciences, Vol 12, Iss 9, p 4226 (2022)
Publication Year :
2022
Publisher :
MDPI AG, 2022.

Abstract

AI is fueling explosive growth in compute demand that traditional digital chip architectures cannot keep up with. Analog crossbar arrays enable power efficient synaptic signal processing with linear scaling on neural network size. We present a photonic photorefractive crossbar array for neural network training and inference on local analog memory. We discuss the concept and present results based on the first prototype hardware.

Details

Language :
English
ISSN :
12094226 and 20763417
Volume :
12
Issue :
9
Database :
Directory of Open Access Journals
Journal :
Applied Sciences
Publication Type :
Academic Journal
Accession number :
edsdoj.3613604aaf547c584f5ed0ba89a9af1
Document Type :
article
Full Text :
https://doi.org/10.3390/app12094226