Conditions for reservoir computing performance using semiconductor lasers with delayed optical feedback

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TitreConditions for reservoir computing performance using semiconductor lasers with delayed optical feedback
Type de publicationJournal Article
Year of Publication2017
AuteursBueno J, Brunner D, Soriano MC, Fischer I
JournalOPTICS EXPRESS
Volume25
Pagination2401-2412
Date PublishedFEB 6
Type of ArticleArticle
ISSN1094-4087
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

DOI10.1364/OE.25.002401