• DocumentCode
    626525
  • Title

    Recent advances in optical Reservoir Computing

  • Author

    Duport, Francois ; Smerieri, Anteo ; Paquot, Y. ; Schneider, B. ; Dambre, Joni ; Schrauwen, Benjamin ; Haeltermann, Marc ; Massar, S.

  • Author_Institution
    OPERA-Photonique, Univ. Libre de Bruxelles (U.L.B.), Brussels, Belgium
  • fYear
    2013
  • fDate
    19-23 May 2013
  • Firstpage
    333
  • Lastpage
    336
  • Abstract
    Reservoir Computing is a novel computing paradigm which uses a nonlinear recurrent dynamical system to carry out information processing. Here we will present an optoelectronic and an all-optical implementation of Reservoir Computers based on an architecture with a single nonlinear node and a delay loop. Moreover we will present an optical analogue readout which makes our reservoir computer a potential standalone solution after training. Our works show that, within the Reservoir Computing paradigm, all-optical computing with state-of-the-art performance is possible as a self-contained solution.
  • Keywords
    nonlinear dynamical systems; optical computing; all-optical implementation; delay loop; nonlinear recurrent dynamical system; optical analogue readout; optical reservoir computing; optoelectronic implementation; reservoir computer; single nonlinear node; standalone solution; Computers; Nonlinear optics; Optical attenuators; Optical feedback; Optical modulation; Reservoirs; Semiconductor optical amplifiers;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Circuits and Systems (ISCAS), 2013 IEEE International Symposium on
  • Conference_Location
    Beijing
  • ISSN
    0271-4302
  • Print_ISBN
    978-1-4673-5760-9
  • Type

    conf

  • DOI
    10.1109/ISCAS.2013.6571848
  • Filename
    6571848