Journals Articles Conferences News About CLP
Submit a paper Email Alert
Search
Search
Articles
Journals
News
Advanced Search
Top Searches
2D MaterialsTransformation opticsQuantum PhotonicsSmall lasersSemiconductor UV PhotonicsSupersymmetric microring laser arrays

Study On Optical Communications, Volume. 51, Issue 2, 240047-01(2025)

Machine Learning based OTN Network Performance Degradation Prediction

Liping CHEN1, Liang LIAO2, Peng ZHANG2,3、*, Dehan ZHU1, Zhichong PENG1, and Hao ZHOU1
Author Affiliations
  • 1FiberHome Telecommunictions Co., Ltd., Wuhan 430074, China
  • 2China Information and Communications Technology Group Corporation, Wuhan 430074, China
  • 3School of Electronic Information and Communications, HuaZhong University of Science and Technology, Wuhan 430074, China
    • show less
    AbstractGet PDF(in Chinese)
    Figures&Tables (5)
    Equations (0)
    References (14)
    Tools
    Paper Information
    Topics
    Figures & Tables(5)
    OTN networking architecture

    Fig. 1. OTN networking architecture

    Download full size
    View in Article
    The ARIMA model performance for short-term prediction

    Fig. 2. The ARIMA model performance for short-term prediction

    Download full size
    View in Article
    The ARIMA model performance for long-term prediction

    Fig. 3. The ARIMA model performance for long-term prediction

    Download full size
    View in Article
    The prediction effect of LSTM and RNN algorithms on optical channel BER

    Fig. 4. The prediction effect of LSTM and RNN algorithms on optical channel BER

    Download full size
    View in Article
    The simulation results

    Fig. 5. The simulation results

    Download full size
    View in Article
    Tools

    Get Citation

    Copy Citation Text

    Liping CHEN, Liang LIAO, Peng ZHANG, Dehan ZHU, Zhichong PENG, Hao ZHOU. Machine Learning based OTN Network Performance Degradation Prediction[J]. Study On Optical Communications, 2025, 51(2): 240047-01

    Download Citation

    EndNote(RIS)BibTexPlain Text
    Set citation alerts for article
    Save article for my favorites
    Paper Information

    Category:

    Received: Apr. 22, 2024

    Accepted: --

    Published Online: May. 22, 2025

    The Author Email: Peng ZHANG (hustzhangpeng@hust.edu.cn)

    DOI:10.13756/j.gtxyj.2025.240047

    Topics

    laser devices and laser physics
    Lasers and Laser Optics
    Laser physics
    laser manufacturing
    Instrumentation, Measurement and Metrology