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Delay-based reservoir computing: tackling performance degradation due to system response time

Abstract: We analyze the degradation of the computational capacity of delay-based reservoir computers due to system response time. We demonstrate that this degradation is reduced when the delay time is greater than the data injection time. Performance improvement is demonstrated on several benchmarking tasks.

 Fuente: Optics Letters, Vol. 45, No. 4, Pag. 905 (2020)

 Editorial: Hasta 2008 incluído : Optical Society of America . A partir de 2009: The Optical Society (OSA)

 Fecha de publicación: 01/02/2020

 Nº de páginas: 4

 Tipo de publicación: Artículo de Revista

 DOI: 10.1364/OL.378410

 ISSN: 0146-9592,1539-4794,1071-2763

 Url de la publicación: https://doi.org/10.1364/OL.378410

Autoría

LUIS PESQUERA GONZALEZ

SILVIA ORTIN GONZALEZ