Noise effects on time delay reservoir computing using silicon microring resonators

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...

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Main Authors Donati, Giovanni, Argyris, Apostolos, Mirasso, Claudio R., Mancinelli, Mattia, Pavesi, Lorenzo
Format Conference Proceeding
LanguageEnglish
Published SPIE 05.03.2022
Online AccessGet full text
ISBN1510648798
9781510648791
ISSN0277-786X
DOI10.1117/12.2609056

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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.
AbstractList 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.
Author Pavesi, Lorenzo
Mancinelli, Mattia
Donati, Giovanni
Mirasso, Claudio R.
Argyris, Apostolos
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  organization: Univ. degli Studi di Trento (Italy)
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García-Blanco, Sonia M.
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Notes Conference Date: 2022-01-22|2022-02-28
Conference Location: San Francisco, California, United States
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Snippet Time-delay Reservoir Computing (TRC) are neural networks which thanks to their hardware simplicity are suited for photonic implementation. Here, we numerically...
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Title Noise effects on time delay reservoir computing using silicon microring resonators
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