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Enhancing the analysis of variance (ANOVA) technique with graphical analysis and its application to wafer processing equipment

机译:通过图形分析增强方差分析(ANOVA)技术及其在晶圆处理设备上的应用

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摘要

One of the critical steps required to improve the overall quality of a wafer manufacturing operation is a reduction in the variability of the individual processing operations. As a result, there is an increasing need to quantify the capabilities of semiconductor manufacturing equipment. The goal should be to design a consistent method of monitoring equipment performance that samples the major sources of variation that can impact the process output. This paper discusses a statistical method that utilizes multi vari analysis and the analysis of variance to achieve this goal. The data presented is taken from a commercially available silicon epitaxial reactor and FTIR film measurement tool, but the technique is generic and applicable to other wafer processing operations. The analysis method is presented along with some examples of the application of the calculated standard deviation and process variation. In addition to determining the performance of a piece of equipment over time, this method of analysis can be used to specify and qualify equipment. As an extension of this analysis it is possible to determine the contribution of the measurement system to the observed variability in the process output.
机译:提高晶圆制造运营总体质量所需的关键步骤之一是降低了单个加工操作的变异性。结果,越来越需要量化半导体制造设备的功能。目标应该是设计一种监视设备性能的一致方法,该方法可以采样可能影响过程输出的主要变化来源。本文讨论了一种利用多变量分析和方差分析来实现此目标的统计方法。提供的数据取自可商购的硅外延反应器和FTIR膜测量工具,但该技术是通用的,适用于其他晶圆处理操作。介绍了分析方法以及计算出的标准偏差和过程变化的一些示例。除了确定随着时间的推移设备的性能外,该分析方法还可以用于指定和合格设备。作为该分析的扩展,可以确定测量系统对过程输出中观察到的可变性的贡献。

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