Simple reservoirs with chain topology based on a single time-delay nonlinear node

نویسندگان

  • José Manuel Gutiérrez
  • D. San-Martín
  • Silvia Ortin
  • Luis Pesquera
چکیده

A physical scheme based on a single nonlinear dynamical system with delayed feedback has been recently proposed for Reservoir Computing (RC) [1]. 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 feedbackand input-strength terms). An application to time series prediction is described and a comparison with other standard reservoir computing methods is given.

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تاریخ انتشار 2012