4 research outputs found
Multi-parallel-task Time-delay Reservoir Computing combining a Silicon Microring with WDM
We numerically demonstrate a microring-based time-delay reservoir computing
scheme that simultaneously solves three tasks involving time-series prediction,
classification, and wireless channel equalization. Each task performed on a
wavelength-multiplexed channel achieves state-of-the-art performance with
optimized power and frequency detuning.Comment: 3 pages, 2 figures, Submitted to Optical Fiber Communication
Conference (OFC) 202
Impact of Free-carrier Nonlinearities on Silicon Microring-based Reservoir Computing
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 202
Impact of Free-carrier Nonlinearities on Silicon Microring-based Reservoir Computing
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