• English 
  • Spanish 

Simple Reservoirs with Chain Topology Based on a Single Time-Delay Nonlinear Node

Conferencia: ESSAN 2012: European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning
Año: 2012
Tipo de contribución: Oral
Archivo PDF: Gutierrez_final.pdf
, , Ortin, S., Pesquera, L.

A physical scheme based on a single nonlinear dynamical system with delayed feedback has been recently proposed for Reservoir Computing (RC). In this paper we present a computational implementation of this idea using a simple chain topology with properties derived from its physical counterpart (e.g. the reservoir is defined by two tunable parameters related to feedback- and input-strength terms). An application to time series prediction is described and a comparison with other standard reservoir computing methods is given.

Palabras clave: