Optical phase encoding in pulsed approach to reservoir computing
Fuente:
arXiv
Gespeichert in:
| Hauptverfasser: | , , , , , |
|---|---|
| Format: | Preprint |
| Veröffentlicht: |
2024
|
| Schlagworte: | |
| Online-Zugang: | |
| Tags: |
Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!
|
| _version_ | 1866909082843086848 |
|---|---|
| author | Henaff, Johan Ansquer, Matthieu Soriano, Miguel C Zambrini, Roberta Treps, Nicolas Parigi, Valentina |
| author_facet | Henaff, Johan Ansquer, Matthieu Soriano, Miguel C Zambrini, Roberta Treps, Nicolas Parigi, Valentina |
| contents | 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 amplitude and phase of the field. Numerical and experimental results on NARMA tasks and laser dynamic predictions are shown. We discuss perspectives for quantum enhanced protocols. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2401_14073 |
| institution | arXiv |
| publishDate | 2024 |
| record_format | arxiv |
| spellingShingle | Optical phase encoding in pulsed approach to reservoir computing Henaff, Johan Ansquer, Matthieu Soriano, Miguel C Zambrini, Roberta Treps, Nicolas Parigi, Valentina Quantum Physics Optics 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 amplitude and phase of the field. Numerical and experimental results on NARMA tasks and laser dynamic predictions are shown. We discuss perspectives for quantum enhanced protocols. |
| title | Optical phase encoding in pulsed approach to reservoir computing |
| topic | Quantum Physics Optics |
| url | https://arxiv.org/abs/2401.14073 |