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基于参数化建模和代理模型的大跨储煤结构气动外形优化研究
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Study on Aerodynamic Shape Optimization of Large-span Coal-storage Structures Based on Parametric Modeling and Surrogate Models
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    摘要:

    为提升大跨储煤网壳结构的抗风性能,基于NURBS理论的参数化构形方法和代理模型技术,提出自由曲面网壳结构的气动外形优化方法. 利用Grasshopper参数化平台和Fortran语言进行程序的二次开发,实现了设计参数调整、模型自动更新和气动响应计算的一体化联动处理,显著提高了优化设计的自动化程度. 以NURBS曲线控制点为优化变量,位移响应极值为优化目标,建立了自由曲面网壳结构优化模型. 在此基础上,对三心圆柱面和球面储煤网壳结构进行气动外形优化. 结果表明:融合参数化建模和Kriging代理模型的气动外形优化方法,通过发掘结构合理的气动外形取得了显著优化效果;0°和30°风向下优化后柱壳结构的位移极值分别下降了32%和18%,球壳的位移极值下降了12%;优化后两种网壳结构的抗风性能均有所改善,且达到降低工程造价的目的,为大跨空间网壳结构的抗风设计选型提供新的途径.

    Abstract:

    To improve the wind resistance performance of large-span coal-storage structures, an aerodynamic shape optimization method for free-form reticulated structures is proposed by utilizing the parametric configuration method based on non-uniform rational B-splines (NURBS) theory and surrogate modeling technique. A secondary development of the program is carried out based on Grasshopper and Fortran to achieve an integrated process for design parameter adjustment, automatic model updating, and aerodynamic response calculation, which significantly enhances the automation level of optimization design. The control points of NURBS curves serve as optimization variables, and the maximum displacement is set as the objective. An optimization model for free-form reticulated structures is established accordingly. On this basis, aerodynamic shape optimizations are performed on tri-cylindrical and spherical coal-storage reticulated structures. The results show that, the proposed method, which combines parametric modeling and a Kriging surrogate model, effectively identifies rational aerodynamic shapes and achieves effective optimization. The maximum displacements of optimal cylindrical shells under wind directions of 0° and 30°are reduced by 32% and 18%, respectively, while the extreme value for spherical shells is reduced by 12%. The wind resistance performance of both types of reticulated shells is improved, and the goal of reducing construction costs is also achieved. Thus, a new approach for wind-resistant design and form selection of large-span reticulated structures can be finally provided.

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邱冶 ,华可 ,伞冰冰 ?,危欣.基于参数化建模和代理模型的大跨储煤结构气动外形优化研究[J].湖南大学学报:自然科学版,2025,52(11):118~129

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  • 在线发布日期: 2025-12-09
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