Impact of Free-carrier Nonlinearities on Silicon Microring-based Reservoir Computing
Emerging Technologies
2023-07-17 v1 Machine Learning
Neural and Evolutionary Computing
Abstract
We quantify the impact of thermo-optic and free-carrier effects on time-delay reservoir computing using a silicon microring resonator. We identify pump power and frequency detuning ranges with NMSE less than 0.05 for the NARMA-10 task depending on the time constants of the two considered effects.
Keywords
Cite
@article{arxiv.2307.07011,
title = {Impact of Free-carrier Nonlinearities on Silicon Microring-based Reservoir Computing},
author = {Bernard J. Giron Castro and Christophe Peucheret and Darko Zibar and Francesco Da Ros},
journal= {arXiv preprint arXiv:2307.07011},
year = {2023}
}
Comments
2 pages, 2 figures. Submitted to IEEE Photonics Conference 2023