Expand this Topic clickable element to expand a topic
Skip to content
Optica Publishing Group

Silicon Photonic Filter-based Dot Product Engine for Convolutional Neural Networks

Not Accessible

Your library or personal account may give you access

Abstract

We present a silicon photonic filter-based analog engine for computing dot products in convolutional neural networks. It shows a greater energy efficiency compared to electronic solutions with a limited bit resolution degradation of input signals.

© 2021 The Author(s)

PDF Article  |   Presentation Video
More Like This
Photonic convolutional accelerator and neural network in the Tera-OPs regime based on soliton crystal Kerr microcombs

M. Tan, X. Xu, J. Wu, A. Boes, B. Corcoran, T. Nguyen, S. T. Chu, B. E. Little, R. Morandotti, A.J. Lowery, A. Mitchell, D. Hicks, and D. J. Moss
SpM5C.1 Signal Processing in Photonic Communications (SPPCom) 2021

A Photonic Accelerator for Feature Map Generation in Convolutional Neural Networks

Lorenzo De Marinis, Federico Nesti, Marco Cococcioni, and Nicola Andriolli
PsTh1F.3 Photonics in Switching and Computing (PS) 2020

A Codesigned Photonic Electronic MAC Neuron with ADC-Embedded Nonlinearity

L. De Marinis, A. Catania, P. Castoldi, P. Bruschi, M. Piotto, and N. Andriolli
AW3E.4 CLEO: Science and Innovations (CLEO:S&I) 2021

Presentation Video

Presentation video access is available to:

  1. Optica Publishing Group subscribers
  2. Technical meeting attendees
  3. Optica members who wish to use one of their free downloads. Please download the article first. After downloading, please refresh this page.

Contact your librarian or system administrator
or
Log in to access Optica Member Subscription or free downloads


More Like This
Photonic convolutional accelerator and neural network in the Tera-OPs regime based on soliton crystal Kerr microcombs

M. Tan, X. Xu, J. Wu, A. Boes, B. Corcoran, T. Nguyen, S. T. Chu, B. E. Little, R. Morandotti, A.J. Lowery, A. Mitchell, D. Hicks, and D. J. Moss
SpM5C.1 Signal Processing in Photonic Communications (SPPCom) 2021

A Photonic Accelerator for Feature Map Generation in Convolutional Neural Networks

Lorenzo De Marinis, Federico Nesti, Marco Cococcioni, and Nicola Andriolli
PsTh1F.3 Photonics in Switching and Computing (PS) 2020

A Codesigned Photonic Electronic MAC Neuron with ADC-Embedded Nonlinearity

L. De Marinis, A. Catania, P. Castoldi, P. Bruschi, M. Piotto, and N. Andriolli
AW3E.4 CLEO: Science and Innovations (CLEO:S&I) 2021

Design and Model of On-Chip Metalens for Silicon Photonics Convolutional Neural Network

Nicola Peserico, Hangbo Yang, Xiaoxuan Ma, Shurui Li, Jonathan K. George, Puneet Gupta, Chee Wei Wong, and Volker J. Sorger
JW2A.77 CLEO: Applications and Technology (CLEO:A&T) 2023

Fourier Optic Convolutional Neural Network

Mario Miscuglio, Zibo Hu, Shurui Li, Puneet Gupta, Hamed Dalir, and Volker J. Sorger
ITh5D.6 Imaging Systems and Applications (IS) 2021

Select as filters


Select Topics Cancel
© Copyright 2024 | Optica Publishing Group. All Rights Reserved