水下滑翔机形状优化代理模型

Haitao Gu, L. Yang, Zhiqiang Hu, Jiancheng Yu
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引用次数: 10

摘要

实验设计和替代模型方法促进了当今许多工程设计和优化。在本文中,我们系统地比较了几种实验设计类型和替代建模技术的能力,以产生精确的近似水下滑翔机的形状优化。将参数化几何构造、网格生成和流体动力学计算集成为一个自动分析过程。介绍了代理模型的构建过程,讨论了响应面模型和径向基函数模型的特点和适用性。实现了快速设计探索和多目标优化。最后,在替代模型的基础上,确定了水下滑翔机的最佳平面形状。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Surrogate Models for Shape Optimization of Underwater Glider
Design of experiments and surrogate models method facilitating much of today’s engineering design and optimization. In this paper we systematically compare several experimental design types and surrogate modeling techniques in terms of their capability to generate accurate approximations for the shape optimization of underwater gliders. The parametric geometry construction, mesh generation and computation fluid dynamics were integrated as an automatic analysis process. Procedures of surrogate model construction were presented and the characteristics and applicability of response surface model and radial basis function model were discussed. A fast design exploration and multi-objective optimization was implemented. At last, the optimal plane shape of the Underwater Glider was found out based on the surrogate model.
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