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Method and system of diagnosing a processing system using adaptive multivariate analysis

机译:使用自适应多元分析诊断处理系统的方法和系统

摘要

A method and system of monitoring a processing system and for processing a substrate during the course of semiconductor manufacturing. As such, data is acquired from the processing system for a plurality of observations, the data including a plurality of data parameters. A principal components analysis (PCA) model is constructed from the data and includes centering coefficients. Additional data is acquired from the processing system, the additional data including an additional observation of the plurality of data parameters. The centering coefficients are adjusted to produce updated adaptive centering coefficients for each of the data parameters in the PCA model. The updated adaptive centering coefficients are applied to each of the data parameters in the PCA model. At least one statistical quantity is determined from the additional data using the PCA model. A control limit is set for the statistical quantity and compared to the statistical quantity.
机译:一种在半导体制造过程中监视处理系统并处理衬底的方法和系统。这样,从处理系统获取用于多个观察的数据,该数据包括多个数据参数。根据数据构建主成分分析(PCA)模型,并包括对中系数。从处理系统获取附加数据,该附加数据包括对多个数据参数的附加观察。调整中心系数,以针对PCA模型中的每个数据参数生成更新的自适应中心系数。将更新后的自适应对中系数应用于PCA模型中的每个数据参数。使用PCA模型从附加数据中确定至少一个统计量。为统计量设置一个控制极限,并将其与统计量进行比较。

著录项

  • 公开/公告号US2005060103A1

    专利类型

  • 公开/公告日2005-03-17

    原文格式PDF

  • 申请/专利权人 KEVIN ANDREW CHAMNESS;

    申请/专利号US20030660697

  • 发明设计人 KEVIN ANDREW CHAMNESS;

    申请日2003-09-12

  • 分类号G01N31/00;

  • 国家 US

  • 入库时间 2022-08-21 22:24:17

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