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

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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.
Original languageEnglish
Title of host publicationProceedings of 2023 IEEE Photonics Conference
Number of pages2
PublisherIEEE
Publication date2023
ISBN (Print)979-8-3503-4723-4
DOIs
Publication statusPublished - 2023
Event2023 IEEE Photonics Conference - Hilton Orlando Buena Vista Palace, Orlando, United States
Duration: 12 Nov 202316 Nov 2023

Conference

Conference2023 IEEE Photonics Conference
LocationHilton Orlando Buena Vista Palace
Country/TerritoryUnited States
CityOrlando
Period12/11/202316/11/2023

Keywords

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

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