Photonic Reservoir Computing for Wavelength Multiplexed Nonlinear Fiber Distortion Mitigation

被引：0
作者：
Gooskens, Emmanuel [1 ]
Sackesyn, Stijn [1 ]
Masaad, Sarah [1 ]
Dambre, Joni [2 ]
Bienstman, Peter [1 ]
机构：
[1] Univ Ghent, IMEC, Photon Res Grp, Ghent, Belgium
[2] Univ Ghent, Comp Syst Lab, Ghent, Belgium
来源：
2023 IEEE SILICON PHOTONICS CONFERENCE, SIPHOTONICS | 2023年
关键词：
photonics; reservoir computing; signal equalization; wavelength division multiplexing; OPTICAL FEEDBACK; PERFORMANCE;
D O I：
10.1109/SIPHOTONICS55903.2023.10141896
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：
We seek to improve nonlinear fiber distortion mitigation for wavelength multiplexed telecommunications in terms of both processing speed and energy efficiency. We propose a photonic reservoir computing hardware implementation maximizing the chip footprint to processing power ratio by employing a single readout for all wavelengths.
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页数：2
相关论文
共 20 条
  • [1] Akrout A, 2016, Arxiv, DOI arXiv:1612.08606
  • [2] Photonic machine learning implementation for signal recovery in optical communications
    Argyris, Apostolos
    Bueno, Julian
    Fischer, Ingo
    [J]. SCIENTIFIC REPORTS, 2018, 8
  • [3] Tutorial: Photonic neural networks in delay systems
    Brunner, D.
    Penkovsky, B.
    Marquez, B. A.
    Jacquot, M.
    Fischer, I.
    Larger, L.
    [J]. JOURNAL OF APPLIED PHYSICS, 2018, 124 (15)
  • [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] Virtualization of a Photonic Reservoir Computer
    Duport, Francois
    Smerieri, Anteo
    Akrout, Akram
    Haelterman, Marc
    Massar, Serge
    [J]. JOURNAL OF LIGHTWAVE TECHNOLOGY, 2016, 34 (09) : 2085 - 2091
  • [6] Wavelength dimension in waveguide-based photonic reservoir computing
    Gooskens, Emmanuel
    Laporte, Floris
    Ma, Chonghuai
    Sackesyn, Stijn
    Dambre, Joni
    Bienstman, Peter
    [J]. OPTICS EXPRESS, 2022, 30 (09) : 15634 - 15647
  • [7] Prediction performance of reservoir computing system based on a semiconductor laser subject to double optical feedback and optical injection
    Hou, YuShuang
    Xia, GuangQiong
    Yang, WenYan
    Wang, Dan
    Jayaprasath, Elumalai
    Jiang, ZaiFu
    Hu, ChunXia
    Wu, ZhengMao
    [J]. OPTICS EXPRESS, 2018, 26 (08): : 10211 - 10219
  • [8] Neuromorphic Computing Based on Silicon Photonics and Reservoir Computing
    Katumba, Andrew
    Freiberger, Matthias
    Laporte, Floris
    Lugnan, Alessio
    Sackesyn, Stijn
    Ma, Chonghuai
    Dambre, Joni
    Bienstman, Peter
    [J]. IEEE JOURNAL OF SELECTED TOPICS IN QUANTUM ELECTRONICS, 2018, 24 (06)
  • [9] Photonic neuromorphic information processing and reservoir computing
    Lugnan, A.
    Katumba, A.
    Laporte, F.
    Freiberger, M.
    Sackesyn, S.
    Ma, C.
    Gooskens, E.
    Dambre, J.
    Bienstman, P.
    [J]. APL PHOTONICS, 2020, 5 (02)
  • [10] Mesaritakis C., 2015, P SPIE, V9370
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