• DocumentCode
    2081568
  • Title

    Multiple delay nonlinear wavelength dynamics for photonic Reservoir Computing

  • Author

    Martinenghi, R. ; Appeltant, L. ; Rybalko, S. ; Van der Sand, G. ; Danckaert, J. ; Jacquot, M. ; Chembo, Y. ; Larger, L.

  • Author_Institution
    FEMTO-ST/Opt. Dept., Univ. of Franche-Comte, Besancon, France
  • fYear
    2011
  • fDate
    22-26 May 2011
  • Firstpage
    1
  • Lastpage
    1
  • Abstract
    Reservoir computing is an emerging field of research intended to develop novel computational machines based on operating principles issued from the neural network community and the brain research sciences. Practical implementations of the corresponding principles is a strongly open question, which is precisely addressed from the photonic viewpoint in the frame of a recently funded EC project PHOCUS. The main idea is here to benefit from the intrinsic dynamic complexity of delay systems, which experimental realization are well known in photonics, in order to perform the central role of a reservoir computer, the reservoir itself. This paper reports on the photonic implementation, the numerical simulations of the corresponding reservoir subjected to the NARMA sequences, and the computational power results that were obtained both numerically and experimentally.
  • Keywords
    delays; neural nets; optical computing; NARMA sequence; brain research; computational machines; delay systems; multiple delay nonlinear wavelength dynamics; neural network community; photonic implementation; photonic reservoir computing; Reservoirs;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Lasers and Electro-Optics Europe (CLEO EUROPE/EQEC), 2011 Conference on and 12th European Quantum Electronics Conference
  • Conference_Location
    Munich
  • ISSN
    Pending
  • Print_ISBN
    978-1-4577-0533-5
  • Electronic_ISBN
    Pending
  • Type

    conf

  • DOI
    10.1109/CLEOE.2011.5943557
  • Filename
    5943557