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Optical ReLU-like activation function based on a semiconductor laser with optical injection | |
2024-02-15 | |
发表期刊 | OPTICS LETTERS
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ISSN | 0146-9592 |
EISSN | 1539-4794 |
卷号 | 49期号:4页码:818-821 |
发表状态 | 已发表 |
DOI | 10.1364/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- |
URL | 查看原文 |
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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