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Energy-Efficient Multiply-and-Accumulate using Silicon Photonics for Deep Neural Networks

Authors :
Avinash Karanth
Ahmed Louri
Kyle Shiflett
Razvan Bunescu
Source :
2020 IEEE Photonics Conference (IPC).
Publication Year :
2020
Publisher :
IEEE, 2020.

Abstract

We propose two optical hybrid matrix multipliers for deep neural networks. Our results indicate our all-optical design achieved the best performance in energy efficiency and latency, with an energy-delay product reduction of 33.1% and 76.4% for conservative and aggressive estimates, respectively.

Details

Database :
OpenAIRE
Journal :
2020 IEEE Photonics Conference (IPC)
Accession number :
edsair.doi...........682f31977ab3f8cabba2ee4836e7c474
Full Text :
https://doi.org/10.1109/ipc47351.2020.9252509