Interactive reverse engineering of CAD models

IF 1.3 4区 计算机科学 Q3 COMPUTER SCIENCE, SOFTWARE ENGINEERING
Zhenyu Zhang , Mingyang Zhao , Zeyu Shen , Yuqing Wang , Xiaohong Jia , Dong-Ming Yan
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Abstract

Reverse engineering Computer-Aided Design (CAD) models based on the original geometry is a valuable and challenging research problem that has numerous applications across various tasks. However, previous approaches have often relied on excessive manual interaction, leading to limitations in reconstruction speed. To mitigate this issue, in this study, we approach the reconstruction of a CAD model by sequentially constructing geometric primitives (such as vertices, edges, loops, and faces) and performing Boolean operations on the generated CAD modules. We address the complex reconstruction problem in four main steps. Firstly, we use a plane to cut the input mesh model and attain a loop cutting line, ensuring accurate normals. Secondly, the cutting line is automatically fitted to edges using primitive information and connected to form a primitive loop. This eliminates the need for time-consuming manual selection of each endpoint and significantly accelerates the reconstruction process. Subsequently, we construct the loop of primitives as a chunked CAD model through a series of CAD procedural operations, including extruding, lofting, revolving, and sweeping. Our approach incorporates an automatic height detection mechanism to minimize errors that may arise from manual designation of the extrusion height. Finally, by merging Boolean operations, these CAD models are assembled together to closely approximate the target geometry. We conduct a comprehensive evaluation of our algorithm using a diverse range of CAD models from both the Thingi10K dataset and real-world scans. The results validate that our method consistently delivers accurate, efficient, and robust reconstruction outcomes while minimizing the need for manual interactions. Furthermore, our approach demonstrates superior performance compared to competing methods, especially when applied to intricate geometries.

Abstract Image

交互式 CAD 模型逆向工程
基于原始几何图形的计算机辅助设计(CAD)模型逆向工程是一项极具价值和挑战性的研究课题,在各种任务中有着广泛的应用。然而,以往的方法往往依赖于过多的人工交互,导致重建速度受到限制。为了缓解这一问题,在本研究中,我们通过按顺序构建几何基元(如顶点、边、环和面),并对生成的 CAD 模块执行布尔运算来重建 CAD 模型。我们主要通过四个步骤来解决复杂的重建问题。首先,我们使用平面来切割输入的网格模型,并获得循环切割线,确保精确的法线。其次,切割线利用基元信息自动拟合边缘,并连接形成基元环。这样就无需费时地手动选择每个端点,大大加快了重建过程。随后,我们通过一系列 CAD 程序操作,包括挤出、翻转、旋转和扫描,将基元环路构建为分块 CAD 模型。我们的方法采用了自动高度检测机制,以尽量减少手动指定挤出高度可能产生的误差。最后,通过合并布尔运算,将这些 CAD 模型组装在一起,以接近目标几何体。我们使用 Thingi10K 数据集和实际扫描中的各种 CAD 模型对算法进行了全面评估。结果验证了我们的方法可以持续提供准确、高效和稳健的重建结果,同时最大限度地减少人工交互的需要。此外,与其他同类方法相比,我们的方法表现出更优越的性能,尤其是在应用于复杂几何图形时。
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来源期刊
Computer Aided Geometric Design
Computer Aided Geometric Design 工程技术-计算机:软件工程
CiteScore
3.50
自引率
13.30%
发文量
57
审稿时长
60 days
期刊介绍: The journal Computer Aided Geometric Design is for researchers, scholars, and software developers dealing with mathematical and computational methods for the description of geometric objects as they arise in areas ranging from CAD/CAM to robotics and scientific visualization. The journal publishes original research papers, survey papers and with quick editorial decisions short communications of at most 3 pages. The primary objects of interest are curves, surfaces, and volumes such as splines (NURBS), meshes, subdivision surfaces as well as algorithms to generate, analyze, and manipulate them. This journal will report on new developments in CAGD and its applications, including but not restricted to the following: -Mathematical and Geometric Foundations- Curve, Surface, and Volume generation- CAGD applications in Numerical Analysis, Computational Geometry, Computer Graphics, or Computer Vision- Industrial, medical, and scientific applications. The aim is to collect and disseminate information on computer aided design in one journal. To provide the user community with methods and algorithms for representing curves and surfaces. To illustrate computer aided geometric design by means of interesting applications. To combine curve and surface methods with computer graphics. To explain scientific phenomena by means of computer graphics. To concentrate on the interaction between theory and application. To expose unsolved problems of the practice. To develop new methods in computer aided geometry.
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