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【分享】AI 工具如何在 Simcenter Hypermesh 中增强建模工作流程

当前时间： 2026-08-21 12:43:57 分类：办公文件 评论(0)
【分享】AI 工具如何在 Simcenter Hypermesh 中增强建模工作流程
文章来源于：Simcenter机械仿真

从全球的研发和创新来看，CAE数值模拟仿真占据战略性的重要地位，典型的CAE分析流程包含几何前处理、求解、后处理三个部分。几何前处理的主要目标是将CAD几何模型划分为有限元网格模型作为CAE求解的输入数据。CAE工程师在处理复杂CAD模型时，面临的是一个普遍且公认的行业瓶颈。有数据显示，工程师在几何前处理（即将CAD模型转换为可计算的CAE模型）上花费的时间，经常占据整个仿真项目总人力的60%到80%。

Simcenter Hypermesh 中的 AI 功能结合了几何编码（ShapeAI）、零件匹配（Match）、分类（Classify）和检索 (Retrieve)，以支持模型数据的高效重用和组织，。这些功能贯穿从最初的模型搭建到最终的仿真分析全过程。

PART 01 

ShapeAI：给几何形状建立“数字DNA”

ShapeAI将人类对几何形状的直觉感知，转化为计算机可以理解和计算的数学语言。
ShapeAI的运行主要分为两大步：
1、自动特征提取：这是最关键的一步。传统编程难以定义所有规则来精确描述形状。ShapeAI能自动从CAD模型或网格中提取关键特征，如体积面积比、拓扑结构、特征布局等，完全无需任何人工输入或干预。
2、生成特征向量：提取的特征被编码成一个浮点数向量（Vector of Floats）。这个向量就像是该零件的 “几何DNA”或“数字指纹” 。虽然这些数值本身没有直接的物理意义，但它们精确地捕捉了零件形状的核心信息。几何相似的零件，其“几何DNA”在数学空间中也彼此靠近。

PART 02

Match：自动分组与匹配
利用机器学习解读几何与网格，你可以让Match工具自动分析模型中的零件，并基于几何形状的相似性进行分组。例如，一个复杂模型可以被快速拆解并归类，将原本需要人工逐一识别的数十个零件，瞬间归纳为几个简单的类别。
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Match自动分组匹配模型树对比

PART 03

Classify：智能分类
可以训练一个机器学习模型，让它根据几何特征自动识别零件类型（如螺栓、板材等）。识别后，系统可以自动为不同类型的零件应用对应的网格划分规则，实现从CAD到FEA模型的自动化构建，省去大量手动操作。
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PART 04

Retrieve：高效检索
可以直接通过几何形状在团队库中搜索零件。在Simcenter Hypermesh 2026.1版本中，“Retrieve with ShapeAI”功能能让你在几秒内就找到并加载所需的网格化零件，无需手动翻阅数据库。
  • 超越精确标识符，从模型库中获取相似零件
  • 更快地识别可复用零件
  • 减少重新划分网格的工作量
  • 从基于组件的建模向模块化的基于零件的建模更平滑地过渡
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PART 05

应用场景与价值
ShapeAI的价值在于将“识别”与“执行”联动起来，形成高效的工作流：
批量网格划分
对某一类相似部件中的一个完成高质量网格划分后，可将此建模参数（如网格大小、类型）一键同步到同组所有相似部件上。
设计变更同步
在汽车等大型模型中，修改一个零件后，可利用ShapeAI找到所有几何相似的零件，并将修改同步到所有同类零件。
零件匹配
利用“几何DNA”准确识别出那些相似零件，帮助自动分配设计变量或材料属性。
自动化工作流
分类后的结果可直接用于后续的仿真分析（如PhysicsAI），形成“几何处理-性能预测-优化设计”的自动化闭环。
总而言之，ShapeAI的本质，是一个为CAE工程师量身定制的、专门的几何机器学习应用。它把“看懂几何”这件事自动化了，让你能把精力集中在更有价值的仿真分析和设计决策上。

更多产品信息，欢迎联系和粒科技！

—— END ——

往期推荐

【分享】Simcenter Hypermesh Morph网格变形功能概述

【分享】Hypermesh新界面中文教程发布

【分享】HyperMesh vs SimLab：CAE前处理老司机与智能助手的终极对决

【分享】CAE前后处理数据太多？试试Simcenter HyperMesh这3个快速数据处理工具

【分享】Simcenter Hypermesh 2026 中面网格功能全新升级

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  1. CONNECT:[ UseTime:0.000936s ] mysql:host=127.0.0.1;port=3306;dbname=wenku;charset=utf8mb4
  2. SHOW FULL COLUMNS FROM `fenlei` [ RunTime:0.001363s ]
  3. SELECT * FROM `fenlei` WHERE `fid` = 0 [ RunTime:0.007153s ]
  4. SELECT * FROM `fenlei` WHERE `fid` = 63 [ RunTime:0.000654s ]
  5. SHOW FULL COLUMNS FROM `set` [ RunTime:0.001350s ]
  6. SELECT * FROM `set` [ RunTime:0.000632s ]
  7. SHOW FULL COLUMNS FROM `article` [ RunTime:0.001587s ]
  8. SELECT * FROM `article` WHERE `id` = 954899 LIMIT 1 [ RunTime:0.004495s ]
  9. UPDATE `article` SET `lasttime` = 1787287437 WHERE `id` = 954899 [ RunTime:0.002028s ]
  10. SELECT * FROM `fenlei` WHERE `id` = 64 LIMIT 1 [ RunTime:0.000620s ]
  11. SELECT * FROM `article` WHERE `id` < 954899 ORDER BY `id` DESC LIMIT 1 [ RunTime:0.001069s ]
  12. SELECT * FROM `article` WHERE `id` > 954899 ORDER BY `id` ASC LIMIT 1 [ RunTime:0.000926s ]
  13. SELECT * FROM `article` WHERE `id` < 954899 ORDER BY `id` DESC LIMIT 10 [ RunTime:0.015957s ]
  14. SELECT * FROM `article` WHERE `id` < 954899 ORDER BY `id` DESC LIMIT 10,10 [ RunTime:0.001775s ]
  15. SELECT * FROM `article` WHERE `id` < 954899 ORDER BY `id` DESC LIMIT 20,10 [ RunTime:0.002450s ]
0.254865s