Delay-based reservoir computing using semiconductor ring lasers

机译：使用半导体环形激光器的基于延迟的储层计算

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Delay systems subject to delayed optical feedback have recently shown great potential in solving computationally hard tasks. By implementing a neuro-inspired computational scheme relying on the transient response to optical data injection, high processing speeds have been demonstrated. However, reservoir computing systems based on delay dynamics discussed in the literature are designed by coupling many different stand-alone components which lead to bulky, lack of long-term stability, non-monolithic systems. Here we numerically investigate the possibility of implementing reservoir computing schemes based on semiconductor ring lasers as they are scalable and can be easily implemented on chip. We numerically benchmark our system on a chaotic time-series prediction task.

机译：受延迟光反馈作用的延迟系统最近在解决计算难题方面显示出巨大潜力。通过实现依赖于对光学数据注入的瞬态响应的神经启发性计算方案，已证明了高处理速度。但是，文献中讨论的基于延迟动力学的储层计算系统是通过耦合许多不同的独立组件而设计的，这些组件导致体积大，缺乏长期稳定性，非整体系统。在这里，我们从数字上研究了基于半导体环形激光器实现储层计算方案的可能性，因为它们具有可扩展性并且可以轻松地在芯片上实现。我们在混沌时间序列预测任务上对系统进行数字基准测试。

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来源
《Nonlinear Optics and Its Applications VIII; and Quantum Optics III》|2014年|91361S.1-91361S.6|共6页
会议地点 Brussels(BE)
作者
Romain Modeste Nguimdo; Guy Verschaffelt; Jan Danckaert; Guy Van der Sande;
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作者单位

Applied physics research group, Department of Applied Physics and Photonics, Vrije Universiteit Brussel, 1050 Brussels, Belgium;

Applied physics research group, Department of Applied Physics and Photonics, Vrije Universiteit Brussel, 1050 Brussels, Belgium;

Applied physics research group, Department of Applied Physics and Photonics, Vrije Universiteit Brussel, 1050 Brussels, Belgium;

Applied physics research group, Department of Applied Physics and Photonics, Vrije Universiteit Brussel, 1050 Brussels, Belgium;

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原文格式 PDF
正文语种 eng
中图分类
关键词
Reservoir computing; information processing; semiconductor ring lasers; delay systems;

机译：储层计算；信息处理；半导体环形激光器；延迟系统;

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专利

1. Recognition of the optical packet header for two channels utilizing the parallel reservoir computing based on a semiconductor ring laser [J] . Bao Xiurong, Zhao Qingchun, Yin Hongxi, Modern Physics Letters, B. Condensed Matter Physics, Statistical Physics, Applied Physics . 2018,第14期

机译：利用基于半导体环激光的并联储存器计算的两个通道识别光学分组报头
2. Parallel information processing using a reservoir computing system based on mutually coupled semiconductor lasers [J] . Hou Y. S., Xia G. Q., Jayaprasath E., Applied physics . 2020,第3期

机译：使用基于相互耦合的半导体激光器的储层计算系统进行并行信息处理
3. Prediction and classification performance of reservoir computing system using mutually delay-coupled semiconductor lasers [J] . Hou Yu-Shuang, Xia Guang-Qiong, Jayaprasath Elumalai, Optics Communications: A Journal Devoted to the Rapid Publication of Short Contributions in the Field of Optics and Interaction of Light with Matter . 2019,第期

机译：使用相互延迟耦合半导体激光器储层计算系统的预测和分类性能
4. Reservoir Computing Based on Semiconductor Lasers Using Parallel Double Optical Feedback Structure [C] . Shuai Wang, Fei Hua, Nian Fang, Asia Communications and Photonics Conference;International Conference on Information Photonics and Optical Communications . 2020

机译：使用并联双光反馈结构的基于半导体激光器的储层计算
5. Simulation of strongly injection-locked semiconductor ring lasers [D] . Chu, Fei-Hung. 2015

机译：仿真强射流锁定半导体环激光器
6. Numerical study of wavelength-swept semiconductor ring lasers: the role of refractive-index nonlinearities in semiconductor optical amplifiers and implications for biomedical imaging applications [O] . A. Bilenca, S. H. Yun, G. J. Tearney, -1

机译：波长扫描半导体环形激光器的数值研究：折射率非线性在半导体光放大器中的作用及其对生物医学成像应用的影响
7. Effects of Some Operation Parameters on the Performance of a Reservoir Computing System Based on a Delay Feedback Semiconductor Laser With Information Injection by Current Modulation [O] . Dian-Zuo Yue, Zheng-Mao Wu, Yu-Shuang Hou, 2019

机译：基于延迟反馈半导体激光器的储层计算系统的效果对电流调制的信息注入的基于延迟反馈半导体激光器的性能
8. Ring resonator based narrow-linewidth semiconductor lasers [R] . 2005

机译：基于环形谐振器的窄线宽半导体激光器

Delay-based reservoir computing using semiconductor ring lasers

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