89
Views
11
CrossRef citations to date
0
Altmetric
Original Articles

Fault diagnosis of batch processes using discriminant model

&
Pages 597-612 | Published online: 21 Feb 2007

References

References

  • Akbaryan , F and Bishnoi , PR . 2001 . Fault diagnosis of multivariate systems using pattern recognition and multisensor data analysis technique . Computers and Chemical Engineering , 25 : 1313 – 1339 .
  • Bakshi , BR , Locher , G , Stephanopoulos , G and Stephanopoulos , G . 1994 . Analysis of operating data for evaluation, diagnosis and control of batch operations . Journal of Process Control , 5 : 179 – 194 .
  • Bouqé , R and Smilde , AK . 1999 . Monitoring and diagnosing batch processes with multiway covariates regression models . American Institute of Chemical Engineering Journal , 45 : 1504 – 1520 .
  • Ceglarek , D and Shi , J . 1996 . Fixture failure diagnosis for autobody assembly using pattern recognition . Journal of Engineering for Industry , 118 : 55 – 66 .
  • Chen , LF , Liao , HY , Ko , MT , Lin , JC and Yu , GJ . 2000 . A new LDA-based face recognition system which can solve the small sample size problem . Pattern Recognition , 33 : 1713 – 1726 .
  • Cheng , YQ , Zhuang , YM and Yang , JY . 1992 . Optimal Fisher discriminant analysis using the rank decomposition . Pattern Recognition , 25 : 101 – 111 .
  • Chiang , LH , Russell , EL and Braatz , RD . 2000 . Fault diagnosis in chemical processes using fisher discriminant analysis, discriminant partial least squares, and principal component analysis . Chemometrics and Intelligent Laboratory Systems , 50 : 243 – 252 .
  • Cho , HW and Kim , KJ . 2003 . A method for predicting future observations in the monitoring of a batch process . Journal of Quality Technology , 35 : 59 – 69 .
  • Chow , EY and Willsky , AS . 1984 . Analytical redundancy and the design of robust detection systems . IEEE Transaction on Automatic Control , 7 : 603 – 614 .
  • Dash , S and Venkatasubramanian , V . 2000 . Challenges in the industrial applications of fault diagnostic systems . Computers and Chemical Engineering , 24 : 785 – 791 .
  • Dooley , K , Anderson , J and Liu , X . 1997 . Model-base diagnosis of special causes in statistical process control . International Journal of Production Research , 35 : 1609 – 1616 .
  • Duda RO Hart PE 1973 Pattern Classification and Scene Analysis New York Wiley
  • Dunia , R , Qin , SJ , Edgar , TF and McAvoy , TJ . 1996 . Identification of faulty sensors using principal component analysis . American Institute of Chemical Engineering Journal , 42 : 2797 – 2812 .
  • Fisher , RA . 1936 . The utilization of multiple measurements in taxonomic problems . Annals of Eugenics , 7 : 179 – 188 .
  • Frank , PM . 1990 . Fault diagnosis in dynamic systems using analytical and knowledge-based redundancy—a survey and some new results . Automatica , 26 : 459 – 474 .
  • Iri , M , Aoki , K , O’Shima , E and Matsuyama , H . 1979 . An algorithm for diagnosis of system failures in chemical processes . Computers and Chemical Engineering , 3 : 489 – 493 .
  • Jiao , J , Zhang , W , Zhao , Z and Cha , J . 1999 . An integrated intelligent approach to process diagnosis in process industry . International Journal of Production Research , 37 : 2565 – 2583 .
  • Kaspar , MH and Ray , WH . 1992 . Chemometric methods for process monitoring and high-performance controller design . American Institute of Chemical Engineering Journal , 38 : 1593 – 1607 .
  • Kourti , T , Nomikos , P and MacGregor , JF . 1995 . Analysis, monitoring and fault diagnosis of batch processes using multiblock and multiway PLS . Journal of Process Control , 5 : 277 – 284 .
  • Kourti , T and MacGregor , JF . 1996 . Multivariate SPC methods for process and product monitoring . Journal of Quality Technology , 28 : 409 – 428 .
  • Ku W Storer RH Georgakis C 1993 Isolation of disturbances in statistical process control by use of approximate models AIChE Annual Meeting paper 149g
  • MacGregor , JF , Jaeckle , C , Kiparissides , C and Koutoudi , M . 1994 . Process monitoring and diagnosis by multiblock PLS methods . American Institute of Chemical Engineering Journal , 40 : 826 – 838 .
  • Nomikos , P and MacGregor , JF . 1995a . Multi-way partial least squares in monitoring batch processes . Chemometrics and Intelligent Laboratory Systems , 30 : 97 – 108 .
  • Nomikos , P and MacGregor , JF . 1995b . Multivariate SPC charts for monitoring batch processes . Technometrics , 37 : 41 – 59 .
  • Raich , AC and Cinar , A . 1996 . Statistical process monitoring and disturbance diagnosis in multivariable continuous processes . American Institute of Chemical Engineering Journal , 42 : 995 – 1009 .
  • Raich , AC and Cinar , A . 1997 . Diagnosis of process disturbances by statistical distance and angle measures . Computers and Chemical Engineering , 21 : 661 – 673 .
  • Tian , Q , Barbero , M , Gu , ZH and Lee , SH . 1986 . Image classification by the Foley-Sammon transform . Optimization and Engineering , 25 : 834 – 840 .
  • Tsung , F . 2000 . Statistical monitoring and diagnosis of automatic controlled processes using dynamic PCA . International Journal of Production Research , 38 : 625 – 637 .
  • Yu , H and Yang , JA . 2001 . A direct LDA algorithm for high-dimensional data-with application to face recognition . Pattern Recognition , 34 : 2067 – 2070 .
  • Watanabe , K and Himmelblau , DM . 1983 . Fault diagnosis in nonlinear chemical processes—part I. theory . American Institute of Chemical Engineering Journal , 29 : 243 – 249 .
  • Wilcox , NA and Himmelblau , DM . 1994 . The possible cause and effect graph (PCEG) model for fault diagnosis—I. methodology . Computers and Chemical Engineering , 18 : 117 – 127 .
  • Wise BM Ricker NL Veltkamp DF 1989 Upset and sensor failure detection in multivariate processes Technical Report, Eigenvector Research, Manson Washington
  • Wise , BM and Gellagher , NB . 1996 . The process chemometrics approach to process monitoring and fault detection . Journal of Process Control , 6 : 329 – 348 .

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.