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

AuthorsBueno Moragues, Julián; Brunner, Daniel ; Soriano, Miguel C. ; Fischer, Ingo
Issue Date2017
PublisherOptical Society of America
CitationOptics Express 25(3): 2401-2412 (2017)
AbstractPhotonic 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.
Publisher version (URL)https://doi.org/10.1364/OE.25.002401
Appears in Collections:(IFISC) Artículos
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