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

Bernard J. Giron Castro, Christophe Peucheret, Darko Zibar, Francesco Da Ros
7/13/2023
cs.ETcs.LGcs.NE

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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.

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Cite this paper

@article{castro2023impact,
  title  = {Impact of Free-carrier Nonlinearities on Silicon Microring-based Reservoir Computing},
  author = {Bernard J. Giron Castro and Christophe Peucheret and Darko Zibar and Francesco Da Ros},
  year   = {2023},
  eprint = {2307.07011},
  archivePrefix = {arXiv},
  url    = {http://arxiv.org/abs/2307.07011v1}
}

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