模拟印刷电路板组装过程中的图像生成

Johannes Nau, Johannes Richter, Detlef Streitferdt, M. Kirchhoff
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引用次数: 1

摘要

印刷电路板组件的检测逐渐融入了基于深度学习的分类器。然而,这样的分类器需要一个庞大的数据集。据我们所知,这样的数据集是不可用的。本文提出了一种模拟装配过程的方法,旨在生成这样的数据集。在回流过程中焊点形状形成的模拟和组装板的逼真渲染的创建对结果的视觉外观有最重要的影响。因此,本文着重对这些步骤进行仿真。焊点形状的计算要求使表面张力能最小。为此,该算法在一个高度图上离散能量方程。所提出的仿真软件体系结构具有高度的可扩展性,便于未来的开发。对片式电阻器焊点的模拟实验表明,其与自动光学检测机的真实图像具有显著的相似性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Simulating the Printed Circuit Board Assembly Process for Image Generation
The inspection of printed circuit board assemblies gradually incorporates deep-learning-based classifiers. However, such classifiers require a vast dataset. To our knowledge, such a dataset is not available. This paper proposes a method to simulate the assembly process aiming at generating such a dataset. The simulation of the solder joint shape forming during reflow and the creation of a photorealistic rendering of the assembled board have the most significant impact on the visual appearance of the results. Therefore, this paper focuses on the simulation of these steps. The calculation of the solder joint shape requires minimizing the surface tension energy. For this, the algorithm discretizes the energy equations over a heightmap. The proposed software architecture for the simulation is highly extendable and facilitate future development. Experiments with the simulation of solder joints of a chip resistor show a remarkable similarity to real images from an automatic optical inspection machine.
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