Study On Optical Communications, Volume. 50, Issue 6, 23011401(2024)

Research on OTN Service Delay Estimation Method based on Machine Learning

Ganggang YANG*... Zhugui SHAO and Xianrong JIANG |Show fewer author(s)
Author Affiliations
  • Research Institute of China Telecom Co., Ltd., Beijing 102209, China
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    References(7)

    [2] Zhang X, Deng Q L, Chen P et al. Research on OTN Equipment Performance Collection System based on Telemetry Architecture[J]. Study on Optical Communications, 45-50(2023).

    [3] Jing R Q, Huo X L, Li J J et al. OSU based M-OTN Technology Innovation and Verification[J]. Telecommunications Science, 37, 116-124(2021).

    [4] Li S F. Modeling and Simulation of Time Delay Prediction based on Improved BP Network[J]. Journal of Tangshan Normal University, 44, 56-59(2022).

    [5] Wu S, Deng H J, Sheng Y Q. A Network Latency Prediction Model based on Gated Recurrent Neural Network[J]. Network New Media Technology, 10, 29-37(2021).

    [6] Su X D, Zhong L J. Multipath Scheduling based on BPNN for End to End Transmission Delay Prediction[J]. Computer Engineering and Design, 43, 66-72(2022).

    [7] Chang C C, Lin C J. LIBSVM: a Library for Support Vector Machines[J]. ACM Transactions on Intelligent Systems and Technology, 2, 1-27(2011).

    [8] Deb K, Pratap A, Agarwal S et al. A Fast and Elitist Multiobjective Genetic Algorithm: NSGA-II[J]. IEEE Transactions on Evolutionary Computation, 6, 182-197(2002).

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    Ganggang YANG, Zhugui SHAO, Xianrong JIANG. Research on OTN Service Delay Estimation Method based on Machine Learning[J]. Study On Optical Communications, 2024, 50(6): 23011401

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    Paper Information

    Category:

    Received: Nov. 20, 2023

    Accepted: --

    Published Online: Jan. 2, 2025

    The Author Email: YANG Ganggang (yanggg2@chinatelecom.cn)

    DOI:10.13756/j.gtxyj.2024.230114

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