Optical phase encoding in a pulsed approach to reservoir computing

The exploitation of the full structure of multimode light fields enables compelling capabilities in many fields including classical and quantum information science. We exploit data-encoding on the optical phase of the pulses of a femtosecond laser source for a photonic implementation of a reservoir...

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Veröffentlicht in:Optics letters 2024-04, Vol.49 (8), p.2097-2100
Hauptverfasser: Henaff, Johan, Ansquer, Matthieu, Soriano, Miguel C, Zambrini, Roberta, Treps, Nicolas, Parigi, Valentina
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Sprache:eng
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Zusammenfassung:The exploitation of the full structure of multimode light fields enables compelling capabilities in many fields including classical and quantum information science. We exploit data-encoding on the optical phase of the pulses of a femtosecond laser source for a photonic implementation of a reservoir computing protocol. Rather than intensity detection, data-reading is done via homodyne detection that accesses combinations of an amplitude and a phase of the field. Numerical and experimental results on nonlinear autoregressive moving average (NARMA) tasks and laser dynamic predictions are shown. We discuss perspectives for quantum-enhanced protocols.
ISSN:0146-9592
1539-4794
DOI:10.1364/OL.518505