Optoelectronic reservoir computing: tackling noise-induced performance degradation.

M C Soriano, S Ortín, D Brunner, L Larger, C R Mirasso, I Fischer, L Pesquera
Author Information
  1. M C Soriano: Instituto de Física Interdisciplinar y Sistemas Complejos, IFISC (UIB-CSIC), Campus Universitat de les Illes Balears, Palma de Mallorca, Spain. miguel@ifisc.uib-csic.es

Abstract

We present improved strategies to perform photonic information processing using an optoelectronic oscillator with delayed feedback. In particular, we study, via numerical simulations and experiments, the influence of a finite signal-to-noise ratio on the computing performance. We illustrate that the performance degradation induced by noise can be compensated for via multi-level pre-processing masks.