SOA-based reservoir computing using up-sampling
Applied Physics
2024-07-03 v1 Optics
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.
Keywords
Cite
@article{arxiv.2407.02117,
title = {SOA-based reservoir computing using up-sampling},
author = {E. Manuylovich and A. E. Bednyakova and D. A. Ivoilov and I. S. Terekhov and S. K. Turitsyn},
journal= {arXiv preprint arXiv:2407.02117},
year = {2024}
}