Patent · US Expired

Multivariate statistical process monitors

US7062417B2 · kind B2 · utility

34Cited by
5References
13Claims
0Family size

Assignee

Inventors

Key dates

Filing dateMar 23, 2001
Grant dateJun 13, 2006
Priority date
Expiry dateFeb 25, 2023

Classification

  • Technology area (CPC G)Physics
  • CPC primaryG06F17/18
  • WIPO fieldComputer technology
  • WIPO sectorElectrical engineering

Abstract

An extended partial least squares (EPLS) approach for the condition monitoring of industrial processes is described. This EPLS approach provides two statistical monitoring charts to detect abnormal process behaviour as well as contribution charts to diagnose this behaviour. A theoretical analysis of the EPLS monitoring charts is provided, together with two application studies to show that the EPLS approach is either more sensitive or provides easier interpretation than conventional PLS.Generalised scores are calculated by constructing an augmented matrix, of the formZ=[Y{dot over (:)}X],where X is the predictor matrix and Y is the response matrix, and constructing a score matrix Tn=T*n−E*n in which T*n and E*n are generally of the form:the columns of the matrix T*n providing the generalised t-scores and the columns of the matrix E*n the generalised residual scores, where ℑ denotes an M×M identity matrix,

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