| |||||||
ShanghaiTech University Knowledge Management System
Asynchronous photonic time-delay reservoir computing | |
2023-01-16 | |
发表期刊 | OPTICS EXPRESS (IF:3.2[JCR-2023],3.4[5-Year]) |
ISSN | 1094-4087 |
EISSN | 1094-4087 |
卷号 | 31期号:2页码:2456-2466 |
发表状态 | 已发表 |
DOI | 10.1364/OE.478728 |
摘要 | Time-delay reservoir computing uses a nonlinear node associated with a feedback loop to construct a large number of virtual neurons in the neural network. The clock cycle of the computing network is usually synchronous with the delay time of the feedback loop, which substantially constrains the flexibility of hardware implementations. This work shows an asynchronous reservoir computing network based on a semiconductor laser with an optical feedback loop, where the clock cycle (20 ns) is considerably different to the delay time (77 ns). The performance of this asynchronous network is experimentally investigated under various operation conditions. It is proved that the asynchronous reservoir computing shows highly competitive performance on the prediction task of Santa Fe chaotic time series, in comparison with the synchronous counterparts. © 2023 Optica Publishing Group. |
关键词 | Clocks Feedback Semiconductor lasers Timing circuits A: semiconductors Clock cycles Delay Time Feedback loops Hardware implementations Network-based Neural-networks Photonic time delay Reservoir Computing Time-delays |
URL | 查看原文 |
收录类别 | SCI ; SCIE ; EI |
语种 | 英语 |
资助项目 | Natural Science Foundation of Shanghai[20ZR1436500] |
WOS研究方向 | Optics |
WOS类目 | Optics |
WOS记录号 | WOS:000927569000004 |
出版者 | Optica Publishing Group (formerly OSA) |
EI入藏号 | 20230213381449 |
EI主题词 | Time delay |
EI分类号 | 713 Electronic Circuits ; 713.4 Pulse Circuits ; 731.1 Control Systems ; 744.4.1 Semiconductor Lasers ; 943.3 Special Purpose Instruments |
原始文献类型 | Journal article (JA) |
引用统计 | 正在获取...
|
文献类型 | 期刊论文 |
条目标识符 | https://kms.shanghaitech.edu.cn/handle/2MSLDSTB/282003 |
专题 | 信息科学与技术学院_硕士生 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_博士生 |
通讯作者 | Wang, Cheng |
作者单位 | 1.ShanghaiTech Univ, Sch Informat Sci & Technol, Shanghai 201210, Peoples R China 2.ShanghaiTech Univ, Shanghai Engn Res Ctr Energy Efficient & Custom A, Shanghai 201210, Peoples R 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 | Tang, Jia-Yan,Lin, Bao-De,Shen, Yi-Wei,et al. Asynchronous photonic time-delay reservoir computing[J]. OPTICS EXPRESS,2023,31(2):2456-2466. |
APA | Tang, Jia-Yan.,Lin, Bao-De.,Shen, Yi-Wei.,Li, Rui-Qian.,Yu, Jingyi.,...&Wang, Cheng.(2023).Asynchronous photonic time-delay reservoir computing.OPTICS EXPRESS,31(2),2456-2466. |
MLA | Tang, Jia-Yan,et al."Asynchronous photonic time-delay reservoir computing".OPTICS EXPRESS 31.2(2023):2456-2466. |
条目包含的文件 | ||||||
文件名称/大小 | 文献类型 | 版本类型 | 开放类型 | 使用许可 |
修改评论
除非特别说明,本系统中所有内容都受版权保护,并保留所有权利。