GAN Based Soft Failure Detection and Identification for Long-haul Coherent Transmission Systems

被引:0
|
作者
Lun, Huazhi [1 ]
Liu, Xiaomin [1 ]
Cai, Meng [1 ]
Wu, Viwen [1 ]
Fu, Mengfan [1 ]
Vi, Lilin [1 ]
Hu, Weisheng [1 ]
Zhuge, Qunbi [1 ]
机构
[1] Shanghai Jiao Tong Univ, State Key Lab Adv Opt Commun Syst & Networks, Dept Elect Engn, Shanghai 200240, Peoples R China
基金
国家重点研发计划; 中国国家自然科学基金;
关键词
D O I
暂无
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 propose a GAN based soft failure detection and identification algorithm. For the training, the detection and identification only need normal samples and very few soft failure samples, respectively. 95% accuracy is achieved in experiment. (c) 2021 The Author(s)
引用
收藏
页数:3
相关论文
共 50 条
  • [1] A GAN Based Soft Failure Detection and Identification Framework for Long-Haul Coherent Optical Communication Systems
    Lun, Huazhi
    Fu, Mengfan
    Zhang, Yihao
    Jiang, Hexun
    Yi, Lilin
    Hu, Weisheng
    Zhuge, Qunbi
    [J]. JOURNAL OF LIGHTWAVE TECHNOLOGY, 2023, 41 (08) : 2312 - 2322
  • [2] Coherent detection in long-haul transmission systems
    Cai, Yi
    [J]. 2008 CONFERENCE ON OPTICAL FIBER COMMUNICATION/NATIONAL FIBER OPTIC ENGINEERS CONFERENCE, VOLS 1-8, 2008, : 2467 - 2469
  • [3] Long-haul transmission systems involving coherent detection for linear impairments mitigation
    Renaudier, J.
    Charlet, G.
    Pardo, O. Bertran
    Bigo, S.
    [J]. 2008 DIGEST OF THE LEOS SUMMER TOPICAL MEETINGS, 2008, : 239 - 240
  • [4] Long-Haul Transmission of Polarization Multiplexed Signals with Coherent Detection
    Alfiad, M. S.
    van den Borne, D.
    Wuth, T.
    Kuschnerov, M.
    de Waardt, H.
    [J]. 2010 12TH INTERNATIONAL CONFERENCE ON TRANSPARENT OPTICAL NETWORKS (ICTON), 2011,
  • [5] Coherent detection for long haul transmission systems
    Renaudier, J.
    Charlet, G.
    [J]. 2007 IEEE LEOS ANNUAL MEETING CONFERENCE PROCEEDINGS, VOLS 1 AND 2, 2007, : 214 - 215
  • [6] Raman Fibre Laser Based Amplification in Long-Haul/Unrepeatered Coherent Transmission Systems
    Tan, Mingming
    Rosa, Pawel
    Iqbal, Md Asif
    Son Thai Le
    Phillips, Ian. D.
    Turitsyn, Sergei K.
    Harper, Paul
    [J]. 2017 19TH INTERNATIONAL CONFERENCE ON TRANSPARENT OPTICAL NETWORKS (ICTON), 2017,
  • [7] Raman Amplification: An Enabling Technology for Long-Haul Coherent Transmission Systems
    Pelouch, Wayne S.
    [J]. JOURNAL OF LIGHTWAVE TECHNOLOGY, 2016, 34 (01) : 6 - 19
  • [8] Soft Failure Identification for Long-haul Optical Communication Systems Based on One-dimensional Convolutional Neural Network
    Lun, Huazhi
    Fu, Mengfan
    Liu, Xiaomin
    Wu, Yiwen
    Yi, Lilin
    Hu, Weisheng
    Zhuge, Qunbi
    [J]. JOURNAL OF LIGHTWAVE TECHNOLOGY, 2020, 38 (11) : 2992 - 2999
  • [9] A Soft Decision Decoding Scheme for Long-Haul Optical Transmission Systems Based on the Instanton Approach
    Ivkovic, Milos
    Djordjevic, Ivan
    Vasic, Bane
    [J]. GLOBECOM 2006 - 2006 IEEE GLOBAL TELECOMMUNICATIONS CONFERENCE, 2006,
  • [10] Optical MSK long-haul transmission systems
    Binh, L. N.
    Huynh, T. L.
    Chan, L.
    Pang, K. K.
    [J]. OPTICAL TRANSMISSION, SWITCHING, AND SUBSYSTEMS IV, PTS 1 AND 2, 2006, 6353