Application of Principal Component Analysis to Fault Diagnosis

Chapter
Part of the Advances in Industrial Control book series (AIC)

Abstract

Principal component analysis (PCA) is a basic method of multivariate analysis (MVA) and plays, both in the research and application domains, an important role.

Keywords

Principal Component Analysis Fault Detection Fault Diagnosis Kernel Principal Component Analysis Principal Component Analysis Method 
These keywords were added by machine and not by the authors. This process is experimental and the keywords may be updated as the learning algorithm improves.

References

  1. 1.
    Jolliffe I (1986) Principal component analysis. Springer, New YorkGoogle Scholar
  2. 2.
    MacGregor JF, Kourti T (1995) Statistical process control of multivariate processes. Contr Eng Pract 3:403–414CrossRefGoogle Scholar
  3. 3.
    Chiang LH, Russell EL, Braatz RD (2001) Fault detection and diagnosis in industrial systems. Springer, LondonGoogle Scholar
  4. 4.
    Qin SJ (2003) Statistical process monitoring: basics and beyond. J Chemometr 17:480–502CrossRefGoogle Scholar
  5. 5.
    Jackson JE, Mudholkar GS (1979) Control procedures for residuals associated with principal component analysis. Technometrics 21:341–349CrossRefMATHGoogle Scholar
  6. 6.
    Valle S, Li W, Qin SJ (1999) Selection of the number of principal components. Ind Eng Chem Res 38:4389–4401CrossRefGoogle Scholar
  7. 7.
    Li W, Yue HH, Valle-Cervantes S, Qin SJ (2000) Recursive PCA for adaptive process monitoring. J Process Control 10:471–486CrossRefGoogle Scholar
  8. 8.
    Wang X, Kruger U, Irwin GW (2005) Process monitoring approach using fast moving window PCA. Ind Eng Chem Res 44:5691–5702CrossRefGoogle Scholar
  9. 9.
    Liu X, Kruger U, Lttler T, Xie L, Wang S (2009) Moving window kernel PCA for adaptive monitoring of nonlinear processes. Chemometr Intell Lab Syst 96:132–143CrossRefGoogle Scholar

Copyright information

© Springer-Verlag London 2014

Authors and Affiliations

  1. 1.Institute for Automatic Control and Complex Systems (AKS)University of Duisburg-EssenDuisburgGermany

Personalised recommendations