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QUALITY CONTROL OF SEMICONDUCTOR PACKAGING BASED ON PRINCIPAL COMPONENTS ANALYSIS

机译:基于主成分分析的半导体包装质量控制

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5 critical quality characteristics must be controlled in the surface mount and wire-bond process in semiconductor packaging. And these characteristics are correlated with each other. So the principal components analysis(PCA) is used in the analysis of the sample data firstly. And then the process is controlled with hotelling T~2 control chart for the first several principal components which contain sufficient information. Furthermore, a software tool is developed for this kind of problems. And with sample data from a surface mounting device(SMD) process, it is demonstrated that the T~2 control chart with PCA gets the same conclusion as without PCA, but the problem is transformed from high-dimensional one to a lower dimensional one, i.e., from 5 to 2 in this demonstration.
机译:在半导体封装的表面安装和引线键合工艺中,必须控制5个关键质量特性。这些特征相互关联。因此,首先将主成分分析(PCA)用于样品数据分析。然后,通过对包含足够信息的前几个主要组成部分的hotelling T〜2控制图来控制该过程。此外,针对这种问题开发了软件工具。并使用表面贴装设备(SMD)过程中的示例数据,证明了使用PCA的T〜2控制图与没有使用PCA时的结论相同,但是问题已从高维转换为低维,即在本演示中为5到2。

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