Damage detection on hull girder of ship subjected to explosion loading

被引:11
|
作者
Zhang, Yin [1 ]
Guo, Jun [1 ]
Hao, Ning [1 ]
Yang, Junjie [1 ]
Li, Shun [1 ]
机构
[1] Harbin Engn Univ, Coll Shipbldg Engn, Harbin 150001, Peoples R China
关键词
Damage detection on ship; Dynamic parameters; BP neural network; COMAC; Modal curvature; IDENTIFICATION METHODS; MODAL CURVATURES; LOCALIZATION; DISPLACEMENT;
D O I
10.1016/j.oceaneng.2020.107006
中图分类号
U6 [水路运输]; P75 [海洋工程];
学科分类号
0814 ; 081505 ; 0824 ; 082401 ;
摘要
Considering the limitation of current direct measurement method for ship damage identification, an indirect damage identification method based on dynamic parameters is taken into account. A 1500-ton ship simplified as the hull girder is taken as the research object. Artificial neural network method, the coordinate modal confidence (COMAC) and modal curvature index are applied to identify the ship's damage under different conditions through numerical experiments. Migration matrix method is introduced to obtain the damage database. The damage identification accuracy of two indexes based on modal shapes is discussed. Results show that the neural network intelligent method based on frequency changes can well locate and quantify the damage of the ship structure. Damages were correctly located, and the average accuracy of damage severity reached 95.78%. For damage indexes based on modal shapes, COMAC requires less data to identify the damage and has high calculation efficiency, but there is a certain range of error. When used in conjunction with various modes of the index modal curvature, damage localization is relatively accurate. Both indicators based on modal shapes can reflect the damage degree to some extent, but can't accurately identify the specific extent of damage.
引用
收藏
页数:17
相关论文
共 50 条
  • [1] Dynamic hydro-elastic response of a ship hull girder subjected to underwater explosion bubbles
    Zhang, Nu
    Zong, Zhi
    Chuan Bo Li Xue/Journal of Ship Mechanics, 2015, 19 (05): : 582 - 591
  • [2] Numerical Study on the Sagging Damage of the Simplified Hull Girder Subjected to Underwater Explosion Bubble
    Gong, Yuxiang
    Zhang, Wenpeng
    Du, Zhipeng
    Zhu, Yinghao
    APPLIED SCIENCES-BASEL, 2023, 13 (04):
  • [3] Underwater explosion damage of ship hull panels
    Ramajeyathilagam, K
    Vendhan, CP
    DEFENCE SCIENCE JOURNAL, 2003, 53 (04) : 393 - 402
  • [4] Investigation of Ship Hull Girder Strength with Grounding Damage
    Alie, Muhammad Zubair Muis
    Adiputra, Ristiyanto
    MAKARA JOURNAL OF TECHNOLOGY, 2018, 22 (02): : 88 - 93
  • [5] Fatigue life calculation for a ship subjected to hull girder vibration
    Kim, PY
    Park, J
    Choi, BK
    Kim, OH
    PROCEEDINGS OF THE TWELFTH (2002) INTERNATIONAL OFFSHORE AND POLAR ENGINEERING CONFERENCE, VOL 4, 2002, : 584 - 590
  • [6] Ultimate strength of ship hull girder with grounding damage
    Tabri, Kristjan
    Naar, Hendrik
    Korgesaar, Mihkel
    SHIPS AND OFFSHORE STRUCTURES, 2020, 15 (S1) : S161 - S175
  • [7] Damage evaluation of a simplified hull girder subjected to underwater explosion load: A semi-analytical model
    Wang, Hao
    Cheng, Yuan Sheng
    Liu, Jun
    Gan, Lin
    MARINE STRUCTURES, 2016, 45 : 43 - 62
  • [8] Hydro-elastic-plastic dynamic response of a ship hull girder subjected to underwater explosion: a simplified theoretical model
    Li H.-T.
    Zhang Z.-H.
    Mou J.-L.
    Liu L.-B.
    Gongcheng Lixue/Engineering Mechanics, 2019, 36 (01): : 238 - 247and256
  • [9] Simplified theoretical model for bulk movement of hull girder subjected to underwater explosion
    2016, Huazhong University of Science and Technology (44):
  • [10] Sagging damage characteristics of hull girder with trapezoidal cross- section subjected to near-field underwater explosion
    Li, Hai-tao
    Zheng, Xin-ying
    Zhang, Chi
    Mei, Zhi-yuan
    Bai, Xue-fei
    Liu, Kai
    DEFENCE TECHNOLOGY, 2023, 21 : 1 - 13