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An Integrated Photorefractive Analog Matrix-Vector Multiplier for Machine Learning
- 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