Using PCA to model shape for process control

R. C. Crida, A. J. Stoddart, J. Illingworth
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引用次数: 6

Abstract

Before surface mount components can be placed on a circuit board, it is necessary to print solder paste onto pads. The paste is then melted to make an electrical connection (reflow). A screen printing process is used to print the solder paste onto the board. This is a complicated process with a large number of input parameters. Some of these parameters can be controlled and it is the purpose of this work to investigate control of the process based on measurement of the output shape of the printed paste. The shape is measured using a laser range scanner Principal Component Analysis (PCA) is proposed as a tool for describing solder paste shape with a small number of parameters. This paper discusses the use of PCA for shape analysis in range images as well as explaining how such a description can be incorporated into a process control loop.
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利用PCA对形状进行建模,实现过程控制
在表面贴装元件可以放置在电路板上之前,有必要在焊盘上印刷焊膏。然后将浆料熔化以进行电气连接(回流)。丝网印刷工艺用于将锡膏印刷到电路板上。这是一个具有大量输入参数的复杂过程。其中一些参数是可以控制的,本文的目的是研究基于印刷浆料输出形状测量的过程控制。利用激光测距仪测量了锡膏的形状,提出了主成分分析(PCA)作为一种具有少量参数的描述锡膏形状的工具。本文讨论了在距离图像中使用PCA进行形状分析,并解释了如何将这种描述纳入过程控制回路。
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