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 language | English |
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Title of host publication | Proceedings of 2023 IEEE Photonics Conference |
Number of pages | 2 |
Publisher | IEEE |
Publication date | 2023 |
ISBN (Print) | 979-8-3503-4723-4 |
DOIs | |
Publication status | Published - 2023 |
Event | 2023 IEEE Photonics Conference - Hilton Orlando Buena Vista Palace, Orlando, United States Duration: 12 Nov 2023 → 16 Nov 2023 |
Conference
Conference | 2023 IEEE Photonics Conference |
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Location | Hilton Orlando Buena Vista Palace |
Country/Territory | United States |
City | Orlando |
Period | 12/11/2023 → 16/11/2023 |
Keywords
- Reservoir Computing
- Neuromorphic Photonics
- Microring resonator
- Optical Computing
- Machine Learning