SOA-based reservoir computing using upsampling.

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

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