Dynamic Response Prediction of Underwater Explosion Vessels

被引:0
|
作者
Li, Linna [1 ,2 ]
Hu, Yanfei [1 ]
Fang, Chenchen [1 ]
You, Yue [1 ]
Liu, Kai [1 ]
Huang, Sen [1 ]
机构
[1] Wuhan Univ Sci & Technol, Wuhan, Peoples R China
[2] Hubei Intelligent Blasting Engn Technol Res Ctr, Wuhan, Peoples R China
基金
中国国家自然科学基金;
关键词
Dynamic response; Decision tree; Multi-layer perceptron; Prediction;
D O I
10.1088/1755-1315/453/1/012040
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
In order to ensure the safety of the underwater explosive vessel in service, it is necessary to analyse the dynamic response of the underwater explosive vessel. The dynamic response model based on Classification and Regression Tree is established to simulate the mapping relationship between load and container strain. A reliable and stable model is obtained by cross validation. At the same time, compared with Multi-Layer Perceptron model, CART model is faster and more accurate in training, and the prediction effect is obviously better than Multi-Layer Perceptron model, which further explains the validity of CART model and provides a better method for dynamic response prediction of container.
引用
收藏
页数:8
相关论文
共 50 条
  • [21] Dynamic response of cylindrical explosion containment vessels subjected to internal blast loading
    Liu, X.
    Gu, W. B.
    Liu, J. Q.
    Xu, J. L.
    Hu, Y. H.
    Hang, Y. M.
    INTERNATIONAL JOURNAL OF IMPACT ENGINEERING, 2020, 135
  • [22] An analytical solution for dynamic response of the plate with different impedances subjected to underwater explosion
    Ying-yu Chen
    Xiong-liang Yao
    Wei Xiao
    China Ocean Engineering, 2016, 30 : 329 - 342
  • [23] Numerical Calculation Method of Elastoplastic Dynamic Response of Structures Subjected to Underwater Explosion
    Rong, Yu-Fei
    Chu, Dong-Yang
    Zhou, Zhang-Tao
    Liu, Guo-Zhen
    Wang, Hai-Kun
    Huozhayao Xuebao/Chinese Journal of Explosives and Propellants, 2024, 47 (08): : 696 - 703
  • [24] Experimental Research on the Dynamic Response of Floating Structures with Coatings Subjected to Underwater Explosion
    Xiao, Feng
    Chen, Yong
    Wang, Yu
    Hua, Hongxing
    Zhu, Dawei
    SHOCK AND VIBRATION, 2014, 2014
  • [25] An Analytical Solution for Dynamic Response of the Plate with Different Impedances Subjected to Underwater Explosion
    陈莹玉
    姚熊亮
    肖巍
    China Ocean Engineering, 2016, 30 (03) : 329 - 342
  • [26] Dynamic and whipping response of the surface ship subjected to underwater explosion: experiment and simulation
    Chung, Jaeho
    Seo, Yonghyun
    Shin, Young S.
    SHIPS AND OFFSHORE STRUCTURES, 2020, 15 (10) : 1129 - 1140
  • [27] An Analytical Solution for Dynamic Response of the Plate with Different Impedances Subjected to Underwater Explosion
    Chen Ying-yu
    Yao Xiong-liang
    Xiao Wei
    CHINA OCEAN ENGINEERING, 2016, 30 (03) : 329 - 342
  • [28] Transient dynamic response of submerged sphere shell with an opening subjected to underwater explosion
    Lai, Wen-Hao
    OCEAN ENGINEERING, 2007, 34 (5-6) : 653 - 664
  • [29] A rapid prediction method for underwater explosion impact response based on compartment structural characteristics
    Liang, Xiaodi
    Liu, Yindong
    Zhendong yu Chongji/Journal of Vibration and Shock, 2025, 44 (04): : 207 - 216
  • [30] Research on dynamic characteristics of underwater explosion bubbles
    Jin, Hui
    Zhou, Hua
    Shen, Xiao-Le
    Guo, Kai
    Binggong Xuebao/Acta Armamentarii, 2013, 34 (SUPPL.1): : 147 - 151