Conditions for reservoir computing performance using semiconductor lasers with delayed optical feedback
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Titre | Conditions for reservoir computing performance using semiconductor lasers with delayed optical feedback |
Type de publication | Journal Article |
Year of Publication | 2017 |
Auteurs | Bueno J, Brunner D, Soriano MC, Fischer I |
Journal | OPTICS EXPRESS |
Volume | 25 |
Pagination | 2401-2412 |
Date Published | FEB 6 |
Type of Article | Article |
ISSN | 1094-4087 |
Résumé | Photonic implementations of reservoir computing (RC) have been receiving considerable attention due to their excellent performance, hardware, and energy efficiency as well as their speed. Here, we study a particularly attractive all-optical system using optical information injection into a semiconductor laser with delayed feedback. We connect its injection locking, consistency, and memory properties to the RC performance in a non-linear prediction task. We find that for partial injection locking we achieve a good combination of consistency and memory. Therefore, we are able to provide a physical basis identifying operational parameters suitable for prediction. (C) 2017 Optical Society of America |
DOI | 10.1364/OE.25.002401 |