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Chinese Journal of Ship Research, Volume. 19, Issue 6, 117(2024)

Neural network-based evaluation method for alignment state of air spring vibration isolation device

Zhiwei LIU1,2, Liang SHI1,2, and Song LIU1,2
Author Affiliations
  • 1Institute of Noise and Vibration, Naval University of Engineering, Wuhan 430033, China
  • 2National Key Laboratory on Ship Vibration and Noise, Wuhan 430033, China
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    References(8)

    [3] QIU Y R, XU W, BU W J et al. Raft attitude control and elastic deformation suppression technique for large-scale floating raft air spring mounting system[J]. Journal of Vibration and Control, 28, 3457-3468(2022).

    [7] WANG S, WANG J Y, XU Z K et al. Deformation intelligent prediction of titanium alloy plate forming based on BP neural network and sparrow search algorithm[J]. Journal of Marine Science and Engineering, 12, 255(2024).

    [8] [8] WU W H, LI L B, ZHU Z Y, et al. Real time prediction of ship pitch motion based on NARX neural wk[C]Proceedings of the 2021 33rd Chinese Control Decision Conference (CCDC). Kunming, China: IEEE, 2021: 6751−6755.

    [9] D'AGOSTINO D, SERANI A, STERN F et al. Time-series forecasting for ships maneuvering in waves via recurrent-type neural networks[J]. Journal of Ocean Engineering and Marine Energy, 8, 479-487(2022).

    [10] MENG Y, WANG W, HAN H. Flight control method using neural network in prediction for suppressing ship airwake impact in carrier landing[J]. IEEE Aerospace and Electronic Systems Magazine, 38, 20-32(2023).

    [15] ZHENG Y Z, LV X M, QIAN L et al. An optimal BP neural network track prediction method based on a GA–ACO hybrid algorithm[J]. Journal of Marine Science and Engineering, 10, 1399(2022).

    [16] ZHU P C, ZHANG Q, ZHAO Z et al. BP fuzzy neural network PID based constant tension control of traction winch[J]. Measurement and Control, 56, 857-873(2023).

    [17] CHEN Y Z, HU Y H, ZHANG S L et al. Optimized erosion prediction with MAGA algorithm based on BP neural network for submerged low-pressure water jet[J]. Applied Sciences, 10, 2926(2020).

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    Zhiwei LIU, Liang SHI, Song LIU. Neural network-based evaluation method for alignment state of air spring vibration isolation device[J]. Chinese Journal of Ship Research, 2024, 19(6): 117

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    Paper Information

    Category: Theory and Method of Intelligent Design for Ship and Ocean Engineering

    Received: May. 23, 2024

    Accepted: --

    Published Online: Mar. 14, 2025

    The Author Email:

    DOI:10.19693/j.issn.1673-3185.03933

    Topics

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