Impact of Free-carrier Nonlinearities on Silicon Microring-based Reservoir Computing

Autor:	Castro, Bernard J. Giron, Peucheret, Christophe, Zibar, Darko, Da Ros, Francesco
Rok vydání:	2023
Předmět:	Computer Science - Emerging Technologies Computer Science - Machine Learning Computer Science - Neural and Evolutionary Computing
Druh dokumentu:	Working Paper
Popis:	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. Comment: 2 pages, 2 figures. Submitted to IEEE Photonics Conference 2023
Databáze:	arXiv
Externí odkaz:	http://arxiv.org/abs/2307.07011 Zobrazit plný text záznamu View this record from Arxiv