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

Bernard. J. Giron Castro,Christophe Peucheret,Darko Zibar,Francesco Da Ros

2023 IEEE PHOTONICS CONFERENCE, IPC（2023）

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摘要

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.

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关键词

Reservoir Computing,Neuromorphic Photonics,Microring resonator,Optical Computing,Machine Learning

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