Optical ReLU-like activation function based on a semiconductor laser with optical injection
2024-02-15
发表期刊OPTICS LETTERS
ISSN0146-9592
EISSN1539-4794
卷号49期号:4页码:818-821
发表状态已发表
DOI10.1364/OL.511113
摘要

Artificial neural networks usually consist of successive linear multiply–accumulate operations and nonlinear activation functions. However, most optical neural networks only achieve the linear operation in the optical domain, while the optical implementation of activation function remains challenging. Here we present an optical ReLU-like activation function (with 180° rotation) based on a semiconductor laser subject to the optical injection in an experiment. The ReLU-like function is achieved in a broad regime above the Hopf bifurcation of the injection-locking diagram and is operated in the continuous-wave mode. In particular, the slope of the activation function is reconfigurable by tuning the frequency difference between the master laser and the slave laser. © 2024 Optica Publishing Group © 2024 Optica Publishing Group (formerly OSA). All rights reserved.

关键词Chemical activation Neural networks Semiconductor lasers A: semiconductors Activation functions Linear operations Multiply accumulate operations Nonlinear activation functions Operation activation Optical domains Optical injection Optical neural networks Optical-
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收录类别SCI ; EI
语种英语
资助项目Natural Science Foundation of Shanghai[20ZR1436500] ; Shanghai Science and Technology Program[21010502700]
WOS研究方向Optics
WOS类目Optics
WOS记录号WOS:001199852800005
出版者Optica Publishing Group (formerly OSA)
EI入藏号20240815597820
EI主题词Hopf bifurcation
EI分类号744.4.1 Semiconductor Lasers ; 802.2 Chemical Reactions ; 804 Chemical Products Generally ; 921 Mathematics ; 931 Classical Physics ; Quantum Theory ; Relativity
原始文献类型Journal article (JA)
引用统计
文献类型期刊论文
条目标识符https://kms.shanghaitech.edu.cn/handle/2MSLDSTB/349941
专题信息科学与技术学院
信息科学与技术学院_PI研究组_何旭明组
信息科学与技术学院_PI研究组_王成组
信息科学与技术学院_PI研究组_虞晶怡组
信息科学与技术学院_硕士生
信息科学与技术学院_博士生
通讯作者Wang, Cheng
作者单位
1.School of Information Science and Technology, ShanghaiTech University, Shanghai; 201210, China;
2.Shanghai Engineering Research Center of Energy Efficient and Custom AI IC, ShanghaiTech University, Shanghai; 201210, China
第一作者单位信息科学与技术学院
通讯作者单位信息科学与技术学院;  上海科技大学
第一作者的第一单位信息科学与技术学院
推荐引用方式
GB/T 7714
Liu, Guan-Ting,Shen, Yi-Wei,Li, Rui-Qian,et al. Optical ReLU-like activation function based on a semiconductor laser with optical injection[J]. OPTICS LETTERS,2024,49(4):818-821.
APA Liu, Guan-Ting,Shen, Yi-Wei,Li, Rui-Qian,Yu, Jingyi,He, Xuming,&Wang, Cheng.(2024).Optical ReLU-like activation function based on a semiconductor laser with optical injection.OPTICS LETTERS,49(4),818-821.
MLA Liu, Guan-Ting,et al."Optical ReLU-like activation function based on a semiconductor laser with optical injection".OPTICS LETTERS 49.4(2024):818-821.
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