融合先验知识与简化模型的轮印载荷下甲板桁材最危险工况求解方法

Combined domain knowledge and simplified model method for worst-case analysis of deck girder under multiple patch loads

  • 摘要:
    目的 为了提升求解完整甲板板架桁材结构轮印载荷最危险位置的效率和效果,提出一种高效准确的桁材结构轮印载荷最危险工况分析求解方法。
    方法 融合船舶结构力学先验知识与简化模型,首先根据所分析的指定桁材,预先在完整板架对应桁材上的不同位置施加集中力,根据响应大小挑选合适的桁材组成简化交叉梁系模型,并在简化模型上进行基于遗传算法求解融入先验知识的最危险工况分析。其次保持获得的简化模型上最危险载荷工况各载荷的相对位置不变,将这些载荷作用到完整板架与简化模型有相似模式的桁材上或指定桁材上进行遍历或摄动,最后得到完整板架指定桁材上的危险轮印载荷位置。
    结果 算例结果表明,相比于无任何策略的直接求解,使用所提融合先验知识与简化模型方法获得的甲板桁材弯曲正应力最大提升16.1%,剪应力最大提升26.9%,计算资源仅约为直接求解方法的1/64,完整板架融入先验知识方法的1/8,且多次求解结果的差异较小。
    结论 所提方法能够快速有效搜索到轮印载荷下甲板桁材的危险载荷位置。

     

    Abstract:
    Objective This paper proposes a method for improving the efficiency and accuracy of finding the worst-case positions of wheel patch loads on deck grillage.
    Method The proposed method combines the domain knowledge of ship structural mechanics with the simplified model. According to the specified girder to be analyzed, the method first applies concentrated forces to different positions on the corresponding girder of the deck grillage in advance, then selects several suitable girders according to the response value to form a simplified intersecting beam system model. It then carries out the worst-case analysis using the genetic algorithm and domain knowledge. Keeping the order positions of worst-case loads in the simplified model unchanged, the loads are applied to deck grillage girders with similar modes to the simplified model for traversal or perturbation, and finally the dangerous positions are obtained.
    Results The worst-case positions are calculated using three methods: the direct search method for the deck grillage, direct search method for the deck grillage with domain knowledge, and combined domain knowledge and simplified model method. The numerical results show that compared with the direct search method without any strategy, the maximum bending normal stress and shear stress of the girder obtained by the proposed method can be increased by 16.1% and 26.9% respectively. The computational resources are only about 1/64 of that obtained by the direct search method and 1/8 of that obtained by the direct search method with domain knowledge. Moreover, the difference between the three-run results obtained by the proposed method is small.
    Conclusion The proposed method can quickly, effectively, and robustly identify the dangerous load positions of a deck girder under multiple wheel patch loads.

     

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