Efficient nonlinear activation function in optical neural network

An efficient nonlinear activation function for optical neural network is proposed and demonstrated by executing complex-valued algorithms and intensity measurement. Great learning capability are achieved by the inherent properties of the complex-valued optical neural network.

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Main Authors:	Zhang, Hui, Wan, Ling Xiao, Gu, Mile, Jiang, Xudong, Thompson, Jayne, Cai, Hong, Paesani‬‪, Stefano, Santagati, ‪Raffaele, Laing, ‪Anthony, Lo, Guo Qiang, Kwong, Dim Lee, Kwek, Leong Chuan, Liu, Ai Qun
Other Authors:	School of Electrical and Electronic Engineering
Format:	Conference or Workshop Item
Language:	English
Published:	2021
Subjects:	Engineering Optical Neural Network Nonlinear Activation Function
Online Access:	https://hdl.handle.net/10356/151460
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Institution:	Nanyang Technological University
Language:	English

id	sg-ntu-dr.10356-151460
record_format	dspace
spelling	sg-ntu-dr.10356-1514602021-06-25T04:31:14Z Efficient nonlinear activation function in optical neural network Zhang, Hui Wan, Ling Xiao Gu, Mile Jiang, Xudong Thompson, Jayne Cai, Hong Paesani‬‪, Stefano Santagati, ‪Raffaele Laing, ‪Anthony Lo, Guo Qiang Kwong, Dim Lee Kwek, Leong Chuan Liu, Ai Qun School of Electrical and Electronic Engineering 2020 Conference on Lasers and Electro-Optics Engineering Optical Neural Network Nonlinear Activation Function An efficient nonlinear activation function for optical neural network is proposed and demonstrated by executing complex-valued algorithms and intensity measurement. Great learning capability are achieved by the inherent properties of the complex-valued optical neural network. Ministry of Education (MOE) Accepted version 2021-06-25T02:53:05Z 2021-06-25T02:53:05Z 2020 Conference Paper Zhang, H., Wan, L. X., Gu, M., Jiang, X., Thompson, J., Cai, H., Paesani‬‪, S., Santagati, ‪., Laing, ‪., Lo, G. Q., Kwong, D. L., Kwek, L. C. & Liu, A. Q. (2020). Efficient nonlinear activation function in optical neural network. 2020 Conference on Lasers and Electro-Optics. https://dx.doi.org/10.1364/CLEO_AT.2020.JTh2B.6 https://hdl.handle.net/10356/151460 10.1364/CLEO_AT.2020.JTh2B.6 en © 2020 The Author(s). All rights reserved. application/pdf
institution	Nanyang Technological University
building	NTU Library
continent	Asia
country	Singapore Singapore
content_provider	NTU Library
collection	DR-NTU
language	English
topic	Engineering Optical Neural Network Nonlinear Activation Function
spellingShingle	Engineering Optical Neural Network Nonlinear Activation Function Zhang, Hui Wan, Ling Xiao Gu, Mile Jiang, Xudong Thompson, Jayne Cai, Hong Paesani‬‪, Stefano Santagati, ‪Raffaele Laing, ‪Anthony Lo, Guo Qiang Kwong, Dim Lee Kwek, Leong Chuan Liu, Ai Qun Efficient nonlinear activation function in optical neural network
description	An efficient nonlinear activation function for optical neural network is proposed and demonstrated by executing complex-valued algorithms and intensity measurement. Great learning capability are achieved by the inherent properties of the complex-valued optical neural network.
author2	School of Electrical and Electronic Engineering
author_facet	School of Electrical and Electronic Engineering Zhang, Hui Wan, Ling Xiao Gu, Mile Jiang, Xudong Thompson, Jayne Cai, Hong Paesani‬‪, Stefano Santagati, ‪Raffaele Laing, ‪Anthony Lo, Guo Qiang Kwong, Dim Lee Kwek, Leong Chuan Liu, Ai Qun
format	Conference or Workshop Item
author	Zhang, Hui Wan, Ling Xiao Gu, Mile Jiang, Xudong Thompson, Jayne Cai, Hong Paesani‬‪, Stefano Santagati, ‪Raffaele Laing, ‪Anthony Lo, Guo Qiang Kwong, Dim Lee Kwek, Leong Chuan Liu, Ai Qun
author_sort	Zhang, Hui
title	Efficient nonlinear activation function in optical neural network
title_short	Efficient nonlinear activation function in optical neural network
title_full	Efficient nonlinear activation function in optical neural network
title_fullStr	Efficient nonlinear activation function in optical neural network
title_full_unstemmed	Efficient nonlinear activation function in optical neural network
title_sort	efficient nonlinear activation function in optical neural network
publishDate	2021
url	https://hdl.handle.net/10356/151460
_version_	1703971156562804736

Efficient nonlinear activation function in optical neural network

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