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用于并行任务处理的双动态全光储层计算。

Bidynamical all-optical reservoir computing for parallel task processing.

作者信息

Fang Nian, Qian RuoLan, Wang Shuai

出版信息

Opt Express. 2023 Oct 9;31(21):35377-35386. doi: 10.1364/OE.500065.

Abstract

A bidynamical all-optical reservoir computing (RC) system for parallel task processing is proposed based on a unidirectional semiconductor optical amplifier optical fiber loop. The polarization dynamics and intensity dynamics are excited by the input signals injected into the reservoir via phase modulation and intensity modulation, respectively. Simultaneous computation of two independent tasks is implemented based on the dynamical responses in polarization and intensity of the optical fiber loop. To our knowledge, this is the first time that two kinds of dynamical responses of an all-optical RC system are used as independent task processing channels to implement parallel task processing. The proposed RC system can achieve good parallel task processing performance with low system cost.

摘要

基于单向半导体光放大器光纤环,提出了一种用于并行任务处理的双动态全光储层计算(RC)系统。通过分别经由相位调制和强度调制注入到储层中的输入信号来激发偏振动力学和强度动力学。基于光纤环偏振和强度的动态响应实现两个独立任务的同时计算。据我们所知,这是首次将全光RC系统的两种动态响应用作独立任务处理通道来实现并行任务处理。所提出的RC系统能够以较低的系统成本实现良好的并行任务处理性能。

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