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基于Kriging模型的贮箱结构裂纹扩展快速分析

范浩然 王烬余 王祥硕 张文丰 刘涛 王冲

上海航天(中英文)2025,Vol.42Issue(2):135-143,9.
上海航天(中英文)2025,Vol.42Issue(2):135-143,9.DOI:10.19328/j.cnki.2096-8655.2025.02.013

基于Kriging模型的贮箱结构裂纹扩展快速分析

Rapid Analysis on the Crack Propagation in Storage Tank Structures Based on the Kriging Model

范浩然 1王烬余 2王祥硕 2张文丰 3刘涛 3王冲1

作者信息

  • 1. 北京航空航天大学 航空科学与工程学院,北京 100191||天目山实验室,浙江 杭州 311115
  • 2. 天目山实验室,浙江 杭州 311115
  • 3. 上海宇航系统工程研究所,上海 201109
  • 折叠

摘要

Abstract

To address the issue of fatigue crack propagation in the welded structures of rocket storage tanks,a rapid prediction method for the structural fatigue life based on the Kriging model is proposed.A scaled finite element model is established for such a tank,and joint simulations with the ABAQUS and FRANC3D software are conducted to study the crack propagation behavior of the initial cracks under different regions,stress ratios,and inclination angles.The results show that the crack propagation rate in the weld zone is higher than those in the heat-affected zone and base material zone.The crack propagation rate in the longitudinal weld zone is higher than that in the circumferential weld zone.The crack propagation rate in the longitudinal weld zone increases as the stress ratio decreases,and the fatigue life is the longest when the initial inclination angle is 0°.A high-accuracy Kriging model is developed,taking the initial crack location in the longitudinal weld zone,the inclination angle,and the stress ratio as the inputs and the fatigue crack propagation life as the output.The model enables rapid prediction for the crack propagation life in the welded structure of a storage tank.The results show that compared with the extended finite element method,the proposed method can shorten the life prediction time by more than 10 times while ensuring low calculation errors.

关键词

贮箱焊接结构/疲劳裂纹扩展/ABAQUS与FRANC3D联合仿真/Kriging模型/寿命快速预测

Key words

welded structure of a storage tank/fatigue crack propagation/joint simulation with the ABAQUS and FRANC3D software/Kriging model/rapid prediction of crack propagation life

分类

力学

引用本文复制引用

范浩然,王烬余,王祥硕,张文丰,刘涛,王冲..基于Kriging模型的贮箱结构裂纹扩展快速分析[J].上海航天(中英文),2025,42(2):135-143,9.

基金项目

国防基础科研计划资助项目(JCKY2023203A002) (JCKY2023203A002)

上海航天(中英文)

2096-8655

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