Virtualization of a Photonic Reservoir Computer

被引:29
作者
Duport, Francois [1 ]
Smerieri, Anteo [1 ]
Akrout, Akram [2 ]
Haelterman, Marc [1 ]
Massar, Serge [2 ]
机构
[1] Univ Libre Bruxelles, Serv OPERA Photon, B-1050 Brussels, Belgium
[2] Univ Libre Bruxelles, Lab Informat Quant, B-1050 Brussels, Belgium
关键词
Fiber optics; nonlinear optics; optical computing; optical signal processing; COMPUTATION;
D O I
10.1109/JLT.2016.2524559
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Reservoir computer is an efficient dynamical computing concept that was introduced at the onset of this century for processing time-dependent signals. Several photonic implementations have demonstrated good performances, taking advantage of the components developed for optical telecommunications. However, in implementations based on a delay line that use an input desynchronized with respect to the period of the delay line, the effective used bandwidth is generally far from the one allowed by the physical setups. To use more of the available bandwidth, we propose an original solution that consists on time interleaving several reservoirs on the same physical setup. These are then used to process several tasks independently, but simultaneously on the same physical setup. We call them virtual reservoir computers. We report a proof-of-concept demonstration with three virtual reservoirs. The present results further demonstrate the versatility of photonic reservoir computing.
引用
收藏
页码:2085 / 2091
页数:7
相关论文
共 26 条
  • [1] Appeltant L., 2011, NATURE COMMUN, V468
  • [2] High-Speed Optical Vector and Matrix Operations Using a Semiconductor Laser
    Brunner, Daniel
    Cornelles Soriano, Miguel
    Fischer, Ingo
    [J]. IEEE PHOTONICS TECHNOLOGY LETTERS, 2013, 25 (17) : 1680 - 1683
  • [3] Parallel photonic information processing at gigabyte per second data rates using transient states
    Brunner, Daniel
    Soriano, Miguel C.
    Mirasso, Claudio R.
    Fischer, Ingo
    [J]. NATURE COMMUNICATIONS, 2013, 4
  • [4] All-optical reservoir computer based on saturation of absorption
    Dejonckheere, Antoine
    Duport, Francois
    Smerieri, Anteo
    Fang, Li
    Oudar, Jean-Louis
    Haelterman, Marc
    Massar, Serge
    [J]. OPTICS EXPRESS, 2014, 22 (09): : 10868 - 10881
  • [5] Duport F., 2014, NONL PHOT OSA BARC S
  • [6] All-optical reservoir computing
    Duport, Francois
    Schneider, Bendix
    Smerieri, Anteo
    Haelterman, Marc
    Massar, Serge
    [J]. OPTICS EXPRESS, 2012, 20 (20): : 22783 - 22795
  • [7] Fernando C, 2003, LECT NOTES ARTIF INT, V2801, P588
  • [8] Reservoir computing with a single time-delay autonomous Boolean node
    Haynes, Nicholas D.
    Soriano, Miguel C.
    Rosin, David P.
    Fischer, Ingo
    Gauthier, Daniel J.
    [J]. PHYSICAL REVIEW E, 2015, 91 (02):
  • [9] Hermans M., 2015, NEURAL EVOLUTIONARY
  • [10] Information Processing Using Transient Dynamics of Semiconductor Lasers Subject to Delayed Feedback
    Hicke, Konstantin
    Angel Escalona-Moran, Miguel
    Brunner, Daniel
    Cornelles Soriano, Miguel
    Fischer, Ingo
    Mirasso, Claudio R.
    [J]. IEEE JOURNAL OF SELECTED TOPICS IN QUANTUM ELECTRONICS, 2013, 19 (04)