English   español  
Por favor, use este identificador para citar o enlazar a este item: http://hdl.handle.net/10261/132888
Compartir / Impacto:
Estadísticas
Add this article to your Mendeley library MendeleyBASE
Visualizar otros formatos: MARC | Dublin Core | RDF | ORE | MODS | METS | DIDL
Título

Reservoir computing with a single time-delay autonomous Boolean node

AutorHaynes, Nicholas D.; Soriano, Miguel C.; Rosin, David P.; Fischer, Ingo ; Gauthier, Daniel J.
Fecha de publicación23-feb-2015
EditorAmerican Physical Society
CitaciónPhysical Review E 91(2): 020801(R) (2015)
Resumen© 2015 American Physical Society. We demonstrate reservoir computing with a physical system using a single autonomous Boolean logic element with time-delay feedback. The system generates a chaotic transient with a window of consistency lasting between 30 and 300 ns, which we show is sufficient for reservoir computing. We then characterize the dependence of computational performance on system parameters to find the best operating point of the reservoir. When the best parameters are chosen, the reservoir is able to classify short input patterns with performance that decreases over time. In particular, we show that four distinct input patterns can be classified for 70 ns, even though the inputs are only provided to the reservoir for 7.5 ns.
Versión del editorhttp://dx.doi.org/10.1103/PhysRevE.91.020801
URIhttp://hdl.handle.net/10261/132888
DOI10.1103/PhysRevE.91.020801
Identificadorese-issn: 1550-2376
issn: 1539-3755
Aparece en las colecciones: (IFISC) Artículos
Ficheros en este ítem:
Fichero Descripción Tamaño Formato  
autonomous_boolean_node_Haynes.pdf373,08 kBAdobe PDFVista previa
Visualizar/Abrir
Mostrar el registro completo
 

Artículos relacionados:


NOTA: Los ítems de Digital.CSIC están protegidos por copyright, con todos los derechos reservados, a menos que se indique lo contrario.