4.6 Article

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

期刊

OPTICS EXPRESS
卷 25, 期 3, 页码 2401-2412

出版社

Optica Publishing Group
DOI: 10.1364/OE.25.002401

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资金

  1. MINECO (Spain)
  2. FEDER [TEC2012-36335]
  3. Comunitat Autonoma de les Illes Balears
  4. MINECO [BES-2013-064685]
  5. Conselleria d'Innovacio, Recerca i Turisme del Govern de les Illes Balears
  6. European Social Fund
  7. Volkswagen Foundation

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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

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