Polarization Tracking and Optical Nonlinearity Compensation Using Artificial Neural Networks

被引:0
|
作者
Kurokawa, Yuichiro [1 ]
Kyon, Takeru [1 ]
Nakamura, Moriya [1 ]
机构
[1] Meiji Univ, Sch Sci & Technol, Kawasaki, Kanagawa, Japan
关键词
optical nonlinearity; digital signal processing; polarization tracking; artificial neural network; FIR filter;
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 novel polarization-tracking scheme using an artificial neural network (ANN), which can compensate nonlinear waveform distortion at the same time. We investigated the tracking performance of the scheme, comparing with FIR filters.
引用
收藏
页数:3
相关论文
共 50 条
  • [1] Polarization demultiplexing and optical nonlinearity compensation based on artificial neural networks
    Kurokawa, Yuichiro
    Kyono, Takeru
    Fukumoto, Yuta
    Sumimoto, Noriki
    Nakamura, Moriya
    IEICE COMMUNICATIONS EXPRESS, 2019, 8 (12): : 542 - 547
  • [2] Polarization Demultiplexing and Optical Nonlinearity Compensation Based on Artificial Neural Networks and FIR Filters
    Kurokawa, Yuichiro
    Kyono, Takeru
    Fukumoto, Yuta
    Sumimoto, Noriki
    Nakamura, Moriya
    2019 24TH OPTOELECTRONICS AND COMMUNICATIONS CONFERENCE (OECC) AND 2019 INTERNATIONAL CONFERENCE ON PHOTONICS IN SWITCHING AND COMPUTING (PSC), 2019,
  • [3] Joint PMD Tracking and Nonlinearity Compensation With Deep Neural Networks
    Jain, Prasham
    Lampe, Lutz
    Mitra, Jeebak
    JOURNAL OF LIGHTWAVE TECHNOLOGY, 2023, 41 (12) : 3957 - 3966
  • [4] Deep Neural Network for Joint Nonlinearity Compensation and Polarization Tracking in the Presence of PDL
    Mosayebi, Reza
    Lampe, Lutz
    JOURNAL OF LIGHTWAVE TECHNOLOGY, 2024, 42 (10) : 3747 - 3759
  • [5] Using Artificial Neural Network for Compensation of Semiconductor Thermistor Nonlinearity
    Zaporozhets, O., V
    Shtefan, N., V
    2019 IEEE 8TH INTERNATIONAL CONFERENCE ON ADVANCED OPTOELECTRONICS AND LASERS (CAOL), 2019, : 703 - 706
  • [6] Optical nonlinearity compensation using artificial neural-network-based digital signal processing
    Nakamura, Moriya
    METRO AND DATA CENTER OPTICAL NETWORKS AND SHORT-REACH LINKS III, 2020, 11308
  • [7] Compensation of Sensors Nonlinearity with Neural Networks
    Cotton, Nicholas J.
    Wilamowski, Bogdan M.
    2010 24TH IEEE INTERNATIONAL CONFERENCE ON ADVANCED INFORMATION NETWORKING AND APPLICATIONS (AINA), 2010, : 1210 - 1217
  • [8] Facial tracking using artificial neural networks
    Sujatha, K
    Rajeswari, P
    Purusothaman, S
    PROCEEDINGS OF THE 2004 INTERNATIONAL SYMPOSIUM ON INTELLIGENT MULTIMEDIA, VIDEO AND SPEECH PROCESSING, 2004, : 546 - 550
  • [9] Optical Nonlinearity Monitoring and Launch Power Optimization by Artificial Neural Networks
    Lonardi, Matteo
    Pesic, Jelena
    Jenneve, Philippe
    Ramantanis, Petros
    Rossi, Nicola
    Ghazisaeidi, Amirhossein
    Bigo, Sebastien
    JOURNAL OF LIGHTWAVE TECHNOLOGY, 2020, 38 (09) : 2637 - 2645
  • [10] Computational-complexity comparison of time- and frequency-domain artificial neural networks for optical nonlinearity compensation
    Kyono, Takeru
    Nakamura, Moriya
    AI AND OPTICAL DATA SCIENCES, 2020, 11299