Optical Communication Technology, Volume. 49, Issue 3, 10(2025)

Research on multi-objective optimization of submarine optical fiber route planning assisted by machine learning

ZHAO Zanshan1,2,3, GAO Guanjun1, GAN Weiming2,3, WANG Haoyu1, DUAN Maosheng1, and KANG Da4
Author Affiliations
  • 1School of Electronic Engineering, Beijing University of Posts and Telecommunications, Beijing 100876, China
  • 2Hainan Acoustics Laboratory, Institute of Acoustics, Chinese Academy of Sciences, Haikou 570105, China
  • 3Lingshui Ocean Information Hainan Province Field Scientific Observation and Research Station, Lingshui Hainan 572423, China
  • 4College of Underwater Acoustic Engineering, Harbin Engineering University, Harbin 150000, China
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    References(7)

    [1] [1] WANG X, WANG Z, ZUKERMAN M. Application of adaptive parallel fast marching method in automatic submarine cable path planning[J]. IEEE Transactions on Automation Science and Engineering, 2025, 22: 9498-9514.

    [2] [2] ZHAO M, CHOW T W S, TANG P, et al. Route selection for cabling considering cost minimization and earthquake survivability via a semisupervised probabilistic model [J]. IEEE Transactions on Industrial Informatics, 2016, 13(2): 502-511.

    [3] [3] WANG Z, WANG Q, ZUKERMAN M, et al. Multiobjective path optimization for critical infrastructure links with consideration to seismic resilience[J]. Computer-Aided Civil and Infrastructure Engineering, 2017, 32(10): 836-855.

    [4] [4] WANG Z, WANG Q, MORAN B, et al. Terrain constrained path planning for long-haul cables[J]. Optics Express, 2019, 27(6): 8221-8235.

    [5] [5] WANG X, WANG Z, WANG T, et al. Designing cost-effective and reliable submarine communications cable path: lessons from the tonga volcano disaster[J]. IEEE Communications Magazine, 2023, 61(7): 179-185.

    [6] [6] ZHAO Z, WANG J, GAO G, et al. Multi-objective optimization for submarine cable route planning based on the ant colony optimization algorithm[J]. Photonics, 2023, 10(8): 896-1-896-13.

    [7] [7] WATKINS C J C H, DAYAN P. Q-learning[J]. Machine Learning, 1992, 8: 279-292.

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    ZHAO Zanshan, GAO Guanjun, GAN Weiming, WANG Haoyu, DUAN Maosheng, KANG Da. Research on multi-objective optimization of submarine optical fiber route planning assisted by machine learning[J]. Optical Communication Technology, 2025, 49(3): 10

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    Paper Information

    Special Issue:

    Received: Sep. 23, 2024

    Accepted: Jun. 27, 2025

    Published Online: Jun. 27, 2025

    The Author Email:

    DOI:10.13921/j.cnki.issn1002-5561.2025.03.002

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