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detection of abnormal events by using a principal component analysis

机译:通过主成分分析检测异常事件

摘要

A method for detecting abnormal events in a process comprising one or more independent variables and one or more dependent variables, means for measuring values of the one or more dependent and independent variables, and a multivariable predictive control means capable of calculating predicted values of the one or more dependent variables from the measured values of the one or more independent variables, which method comprises calculating residual values for the one or more dependent variables from the difference between the predicted and measured values of the one or more dependent variables, and performing principal component analysis on the residual values. The means for measuring values of the one or more dependent and independent variables and the multivariable predictive control means can be part of a system which also comprises means for calculating residual values for the one or more dependent variables from the difference between the measured and predicted values, and a means for performing principal components analysis on the residual values.
机译:一种用于在过程中检测异常事件的方法,该方法包括一个或多个自变量和一个或多个因变量,用于测量一个或多个因变量和自变量的值的装置以及能够计算该一个或多个变量的预测值的多变量预测控制装置。根据一个或多个自变量的测量值中的一个或多个因变量,该方法包括根据一个或多个自变量的预测值与测量值之间的差计算一个或多个因变量的残差值,并执行主成分残值分析。用于测量一个或多个因变量和自变量的值的装置以及多变量预测控制装置可以是系统的一部分,该系统还包括用于根据测量值与预测值之间的差来计算一个或多个因变量的残差值的装置。 ,以及对残值进行主成分分析的方法。

著录项

  • 公开/公告号DE602007011088D1

    专利类型

  • 公开/公告日2011-01-20

    原文格式PDF

  • 申请/专利权人 BP OIL INTERNATIONAL LTD.;

    申请/专利号DE20076011088T

  • 发明设计人 RAWI ZAID;LANDELLS KEITH;

    申请日2007-10-16

  • 分类号G06F17/18;G05B23/02;

  • 国家 DE

  • 入库时间 2022-08-21 17:46:28

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