Coherent all Optical Reservoir Computing for Equalization of Impairments in Coherent Fiber Optic Communication Systems

被引:0
|
作者
Kumar, Shiva [1 ]
Maghrabi, Mahmoud M. T. [1 ]
Bakr, Mohamed H. [1 ]
Hirooka, Toshihiko [2 ]
Nakazawa, Masataka [2 ]
机构
[1] McMaster Univ, Dept Elect & Comp Engn, Hamilton L8S 4L8, ON, Canada
[2] Tohoku Univ, Res Inst Elect Commun, Sendai 9808577, Japan
来源
IEEE PHOTONICS JOURNAL | 2024年 / 16卷 / 05期
基金
加拿大自然科学与工程研究理事会;
关键词
Optical fibers; Reservoirs; Nonlinear optics; Fiber nonlinear optics; Optical receivers; Optical feedback; Communication systems; Dispersion; fiber optics; fiber nonlinear effects; optical communication; reservoir computing; recurrent neural network; DISPERSION; SIGNAL; PHASE;
D O I
10.1109/JPHOT.2024.3462438
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 computing (RC) is a bio-inspired framework suited for temporal data processing. Here we propose an all optical coherent RC for the equalization of the impairments of fiber optic (FO) system based on coherent detection. We compare the performances of the RC systems based on semiconductor saturable absorber mirror (SESAM) and highly nonlinear waveguide (HNLW). For a dispersion managed long haul FO system in which the nonlinear penalty is dominant, we find that the SESAM outperforms the HNLW due to its larger nonlinear memory. In contrast, for the equalization of dispersive impairments in a short haul FO system such as data center networks, we find that the HNLW has a much superior performance due to its larger linear memory.
引用
收藏
页数:10
相关论文
共 50 条
  • [1] Coherent all-optical reservoir computing for nonlinear equalization in long-haul optical fiber communication systems
    Peng, Guanju
    Liu, Yaping
    Li, Zheng
    Zhu, Kunpeng
    Yang, Zhiqun
    Li, Jianping
    Zhang, Shigui
    Huang, Zhanhua
    Zhang, Lin
    OPTICS AND LASER TECHNOLOGY, 2024, 174
  • [2] Adaptive Pattern-Dependent Equalization for Coherent Optical Fiber Communication Systems
    Cai, Yi
    Chien, Hungchang
    Xiang, Meng
    Hu, Zihe
    Gaol, Mingyi
    2021 OPTICAL FIBER COMMUNICATIONS CONFERENCE AND EXPOSITION (OFC), 2021,
  • [3] All-optical fiber optic coherent amplifier
    Goodarzi, A.
    Ghanaatshoar, M.
    Mozafari, M.
    SCIENTIFIC REPORTS, 2018, 8
  • [4] All-optical fiber optic coherent amplifier
    A. Goodarzi
    M. Ghanaatshoar
    M. Mozafari
    Scientific Reports, 8
  • [5] PROGRESS OF COHERENT OPTICAL FIBER COMMUNICATION-SYSTEMS
    KIMURA, T
    YAMAMOTO, Y
    OPTICAL AND QUANTUM ELECTRONICS, 1983, 15 (01) : 1 - 39
  • [6] Reservoir computing for equalization in a self-coherent receiver scheme
    Zelaci, Aimen
    Masaad, Sarah
    Bienstman, Peter
    OPTICS EXPRESS, 2024, 32 (23): : 40326 - 40339
  • [7] Weighted finite impulse response filter for chromatic dispersion equalization in coherent optical fiber communication systems
    Zeng, Ziyi
    Yang, Aiying
    Guo, Peng
    Feng, Lihui
    OPTOELECTRONIC DEVICES AND OPTICAL SIGNAL PROCESSING, 2017, 10617
  • [8] Joint Equalization of Linear Impairments Using a Unified Frame Algorithm in terms of Kalman Filter in Coherent Optical Communication Systems
    Zhang, Nannan
    Yi, Wei
    Zheng, Zibo
    Cui, Nan
    Guo, Ruipu
    Qiu, Liyuan
    Xi, Lixia
    Zhang, Xiaoguang
    2019 24TH OPTOELECTRONICS AND COMMUNICATIONS CONFERENCE (OECC) AND 2019 INTERNATIONAL CONFERENCE ON PHOTONICS IN SWITCHING AND COMPUTING (PSC), 2019,
  • [9] Joint Equalization and Timing Recovery for Coherent Fiber Optic Receivers
    Kuschnerov, M.
    Hauske, F. N.
    Piyawanno, K.
    Spinnler, B.
    Schmidt, E. -D.
    Lankl, B.
    2008 34TH EUROPEAN CONFERENCE ON OPTICAL COMMUNICATION (ECOC), 2008,