We investigate how the non-linearities in silicon micro-rings can be exploited for reservoir computing. We present modelling and experiments helpful to predict the performance of the ring pumped by a pump signal that contains the data trace for classification tasks.We analyse how recombination of free carriers via silicon traps determines the carrier lifetime and hence the processing speed and investigate what is the optimal pump level to optimize the decision accuracy.

Non-linear effects in silicon photonics microring for reservoir computing: modeling and experiments / Salpietro, Salvatore; Novarese, Marco; Rimoldi, Cristina; Gioannini, Mariangela. - ELETTRONICO. - (In corso di stampa). (Intervento presentato al convegno European Conference on Integrated Optics ECIO 2025 tenutosi a Cardiff (UK) nel 10-12 June 2025).

Non-linear effects in silicon photonics microring for reservoir computing: modeling and experiments

Salvatore, Salpietro;Marco, Novarese;Cristina, Rimoldi;Mariangela, Gioannini
In corso di stampa

Abstract

We investigate how the non-linearities in silicon micro-rings can be exploited for reservoir computing. We present modelling and experiments helpful to predict the performance of the ring pumped by a pump signal that contains the data trace for classification tasks.We analyse how recombination of free carriers via silicon traps determines the carrier lifetime and hence the processing speed and investigate what is the optimal pump level to optimize the decision accuracy.
In corso di stampa
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Descrizione: Presented at the European Conference on Integrated Optics (ECIO 2025) held in Cardiff, Wales, on June 10–12, 2025
Tipologia: 1. Preprint / submitted version [pre- review]
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11583/3004534