基于上采样的面向服务架构的储层计算
SOA-based reservoir computing using upsampling.
作者信息
Manuylovich E, Bednyakova A E, Ivoilov D A, Terekhov I S, Turitsyn S K
出版信息
Opt Lett. 2024 Oct 15;49(20):5827-5830. doi: 10.1364/OL.531160.
PMID:39404548
Abstract
We introduce a new, to the best of our knowledge, approach to reservoir computing based on upsampling and modulation, utilizing a semiconductor optical amplifier (SOA) and photodetector as nonlinear elements without conventionally used delay loop. We demonstrated the 400-step prediction capability of the proposed scheme for the Mackey-Glass (MG) time series test.
摘要
据我们所知，我们引入了一种基于上采样和调制的新型储层计算方法，该方法利用半导体光放大器（SOA）和光电探测器作为非线性元件，无需传统使用的延迟环。我们展示了所提方案对Mackey-Glass（MG）时间序列测试的400步预测能力。
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