SOA-based reservoir computing using upsampling

E Manuylovich; A E Bednyakova; D A Ivoilov; I S Terekhov; S K Turitsyn

doi:10.1364/OL.531160

SOA-based reservoir computing using upsampling

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

Research output: Contribution to journal › Article › peer-review

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.

Original language	English
Pages (from-to)	5827-5830
Number of pages	4
Journal	Optics Letters
Volume	49
Issue number	20
Early online date	7 Oct 2024
DOIs	https://doi.org/10.1364/OL.531160
Publication status	Published - 15 Oct 2024

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AU - Bednyakova, A E

AU - Ivoilov, D A

AU - Terekhov, I S

AU - Turitsyn, S K

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AB - 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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SOA-based reservoir computing using upsampling

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