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arXiv · 2407.02117

SOA-based reservoir computing using up-sampling

E. Manuylovich·A. E. Bednyakova·D. A. Ivoilov·I. S. Terekhov·S. K. Turitsyn
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Abstract

We introduce a new approach to reservoir computing based on up-sampling and modulation, utilizing semiconductor optical amplifier 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 time series test.

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E. Manuylovich, A. E. Bednyakova, D. A. Ivoilov, I. S. Terekhov, S. K. Turitsyn. 2024-07-02. SOA-based reservoir computing using up-sampling. https://arxiv.org/abs/2407.02117

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