Chinese Journal of Ship Research, Volume. 20, Issue 2, 107(2025)

A rolling bearing life prediction method based on multi-task gated networks

Liuyang SONG1,2, Chuanhao ZHENG1, Ye JIN1, Tianjiao LIN1, Changkun HAN1, and Huaqing WANG1,2
Author Affiliations
  • 1Beijing Key Laboratory of Health Monitoring and Self Recovery for High-End Mechanical Equipment, Beijing University of Chemical Technology, Beijing 100029
  • 2National Key Laboratory of High-end Compressor and System Technology, Beijing University of Chemical Technology, Beijing 100029
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    References(18)

    [16] [16] AGGARWAL K, ATAN O, FARAHAT A K, et al. Two birds with one wk: unifying failure event prediction timetofailure modeling[C]Proceedings of 2018 IEEE International Conference on Big Data. Seattle, WA, USA: IEEE, 2018: 1308−1317.

    [19] [19] MA J Q, ZHAO Z, YI X Y, et al. Modeling task relationships in multitask learning with multigate mixtureofexperts[C]Proceedings of the 24th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining. New Yk, NY, USA: ACM, 2018: 1930−1939.

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    Liuyang SONG, Chuanhao ZHENG, Ye JIN, Tianjiao LIN, Changkun HAN, Huaqing WANG. A rolling bearing life prediction method based on multi-task gated networks[J]. Chinese Journal of Ship Research, 2025, 20(2): 107

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    Paper Information

    Category: Ship Intelligent O&M, and Fault Diagnosis

    Received: Jun. 3, 2024

    Accepted: Dec. 25, 2024

    Published Online: May. 15, 2025

    The Author Email:

    DOI:10.19693/j.issn.1673-3185.03962

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