Noise effects on time delay reservoir computing using silicon microring resonators

Giovanni Donati; Apostolos Argyris; Claudio R. Mirasso; Mattia Mancinelli; Lorenzo Pavesi

doi:10.1117/12.2609056

5 March 2022 Noise effects on time delay reservoir computing using silicon microring resonators

Giovanni Donati, Apostolos Argyris, Claudio R. Mirasso, Mattia Mancinelli, Lorenzo Pavesi

Proceedings Volume 12004, Integrated Optics: Devices, Materials, and Technologies XXVI; 120040U (2022) https://doi.org/10.1117/12.2609056
Event: SPIE OPTO, 2022, San Francisco, California, United States

Conference Poster

Abstract

Time-delay Reservoir Computing (TRC) are neural networks which thanks to their hardware simplicity are suited for photonic implementation. Here, we numerically investigated and experimentally tested a TRC based on a nonlinear single silicon microring resonator (MRR) coupled to an optical fibre loop which provides an external tuneable optical feedback. The work is inspired by the key role that MRRs demonstrate in integrated optical devices, together with the significant advantage they provide due to their fully passive nonlinearity. Insights about the computational properties of the system are provided as a result of the performance on multiple benchmark tasks.

Citation Download Citation

Giovanni Donati, Apostolos Argyris, Claudio R. Mirasso, Mattia Mancinelli, and Lorenzo Pavesi "Noise effects on time delay reservoir computing using silicon microring resonators", Proc. SPIE 12004, Integrated Optics: Devices, Materials, and Technologies XXVI, 120040U (5 March 2022); https://doi.org/10.1117/12.2609056

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