2,506
Views
254
CrossRef citations to date
0
Altmetric
Original Articles

Data-driven monitoring for stochastic systems and its application on batch process

, , &
Pages 1366-1376 | Received 15 Sep 2011, Accepted 20 Dec 2011, Published online: 17 Feb 2012

References

  • Birol , G , Ündey , C and Cinar , A . 2002 . A Modular Simulation Package for Fed-batch Fermentation: Penicillin Production . Computers and Chemical Engineering , 26 : 1553 – 1565 .
  • Blanke , M , Kinnaert , M , Lunze , J , Staroswiecki , M and Schröder , J . 2006 . Diagnosis and Fault-Tolerant Control , Berlin : Springer Verlag .
  • Botev , Z , Grotowski , J and Kroese , D . 2010 . Kernel Density Estimation via Diffusion . Annals of Statistics , 38 : 2916 – 2957 .
  • Chen , J and Liu , K . 2002 . On-line Batch Process Monitoring Using Dynamic PCA and Dynamic PLS Models . Chemical Engineering Science , 57 : 63 – 75 .
  • Chen , J and Patton , R . 1999 . Robust Model-based Fault Diagnosis for Dynamic Systems , Norwell, MA , , USA : Kluwer Academic Publishers .
  • Chiang , L , Russell , E and Braatz , R . 2001 . Fault Detection and Diagnosis in Industrial Systems , London : Springer Verlag .
  • Delgado , CJM , Dos Santos , PL , Kinnaert , M and De Carvalho , JLM . 2006 . A New Insight to the Matrices Extraction in a MOESP-Type Subspace Identification Algorithm . International Journal of Systems Science , 37 : 565 – 574 .
  • Ding , S . 2008 . Model-based Fault Diagnosis Techniques , Berlin : Springer .
  • Ding , S , Zhang , P , Ding , E , Engel , P and Gui , W . 2011 . “ A Survey of the Application of Basic Data-driven and Model-based Methods in Process Monitoring and Fault Diagnosis ” . In in Proceedings of the 18th IFAC World Congress , Milano, : Italy .
  • Ding , S , Zhang , P , Huang , B and Ding , E . 2005 . “ Subspace Method-aided Data-driven Design of Observer-based Fault Detection Systems ” . In in Proceedings 16th IFAC World Congress , Prague, : Czech Republic .
  • Ding , S , Zhang , P , Naik , A , Ding , E and Huang , B . 2009 . Subspace Method-aided Data-driven Design of Fault Detection and Isolation Systems . Journal of Process Control , 19 : 1496 – 1510 .
  • Dong , D and McAvoy , T . 1996 . Batch Tracking via Nonlinear Principal Component Analysis . AiChE Journal , 42 : 2199 – 2208 .
  • Elshenawy , L , Yin , S , Naik , AS and Ding , SX . 2010 . Efficient Recursive Principal Component Analysis Algorithms for Process Monitoring . Industrial and Engineering Chemistry Research , 49 : 252 – 259 .
  • Favoreel , W , Moor , BD and Overschee , PV . 2000 . Subspace State Space System Identification for Industrial Processes . Journal of Process Control , 10 : 149 – 155 .
  • Gertler , J . 1998 . Fault Detection and Diagnosis in Engineering Systems , New York : Marcel Dekker .
  • Guenab , F , Weber , P , Theilliol , D and Zhang , YM . 2011 . Design of a Fault Tolerant Control System Incorporating Reliability Analysis and Dynamic Behaviour Constraints . International Journal of Systems Science , 42 : 219 – 233 .
  • Habbi , H , Kidouche , M , Kinnaert , M and Zelmat , M . 2011 . Fuzzy Model-based Fault Detection and Diagnosis for a Pilot Heat Exchanger . International Journal of Systems Science , 42 : 587 – 599 .
  • Hwang , I , Kim , S , Kim , Y and Seah , C . 2010 . A Survey of Fault Detection, Isolation, and Reconfiguration Methods . IEEE Transactions on Control Systems Technology , 18 : 636 – 653 .
  • Isermann , R . 2006 . Fault Diagnosis Systems: An Introduction from Fault Detection to Fault Tolerance , Berlin : Springer Verlag .
  • Jia , M , Chu , F , Wang , F and Wang , W . 2010 . On-line Batch Process Monitoring Using Batch Dynamic Kernel Principal Component Analysis . Chemometrics and Intelligent Laboratory Systems , 101 : 110 – 122 .
  • Lee , J , Yoo , C and Lee , I . 2003 . On-line Batch Process Monitoring Using a Consecutively Updated Multiway Principal Component Analysis Model . Computers and Chemical Engineering , 27 : 1903 – 1912 .
  • Lee , J , Yoo , C and Lee , I . 2004 . Fault Detection of Batch Processes Using Multiway Kernel Principal Component Analysis . Computers and Chemical Engineering , 28 : 1837 – 1847 .
  • Ljung , L . 1987 . System Identification: Theory for the User , Englewood Cliffs , , NJ : Prentice Hall .
  • Martin , E and Morris , A . 1996 . Non-parametric Confidence Bounds for Process Performance Monitoring Charts . Journal of Process Control , 6 : 349 – 358 .
  • Naik , AS , Yin , S , Ding , SX and Zhang , P . 2010 . Recursive Identification Algorithms to Design Fault Detection Systems . Journal of Process Control , 20 : 957 – 965 .
  • Nomikos , P and MacGregor , J . 1994 . Monitoring Batch Processes Using Multiway Principal Component Analysis . AIChE Journal , 40 : 1361 – 1375 .
  • Nomikos , P and MacGregor , J . 1995 . Multi-way Partial Least Squares in Monitoring Batch Processes . Chemometrics and Intelligent Laboratory Systems , 30 : 97 – 108 .
  • Overschee , PV and Moor , BD . 1996 . Subspace Identification for Linear Systems , Dordrecht : Kluwer Academic Press .
  • Patton , R , Frank , P and Clark , R . 2000 . Issues of Fault Diagnosis for Dynamic Systems , Berlin : Springer .
  • Qin , S . 2006 . An Overview of Subspace Identification . Computers and Chemical Engineering , 30 : 1502 – 1513 .
  • Rännar , S , MacGregor , J and Wold , S . 1998 . Adaptive Batch Monitoring Using Hierarchical PCA . Chemometrics and Intelligent Laboratory Systems , 41 : 73 – 81 .
  • Shen , B , Wang , Z , Hung , Y and Chesi , G . 2011a . Distributed H-infinity Filtering for Polynomial Nonlinear Stochastic Systems in Sensor Networks . IEEE Transactions on Industrial Electronics , 58 : 1971 – 1979 .
  • Shen , B , Wang , Z and Liu , X . 2011b . Bounded H-infinity Synchronization and State Estimation for Discrete Time-varying Stochastic Complex Networks Over a Finite-horizon . IEEE Transactions on Neural Networks , 22 : 145 – 157 .
  • Shen , B , Wang , Z and Liu , X . 2011c . A Stochastic Sampled-data Approach to Distributed H-infinity Filtering in Sensor Networks . IEEE Transactions on Circuits and Systems - Part I , 58 : 2237 – 2246 .
  • Shen , B , Wang , Z , Shu , H and Wei , G . 2008 . On Nonlinear H-infinity Filtering for Discrete-time Stochastic Systems with Missing Measurements . IEEE Transactions on Automatic Control , 53 : 2170 – 2180 .
  • Silverman , B . 1986 . Density Estimation for Statistics and Data Analysis , London , , UK : Chapman & Hall .
  • Venkatasubramanian , V , Rengaswamy , R , Yin , K and Kavuri , S . 2003 . A Review of Process Fault Detection and Diagnosis. Part I: Quantitative Model-based Methods . Computers and Chemical Engineering , 27 : 293 – 311 .
  • Wang , J and Qin , S . 2002 . A New Subspace Identification Approach Based on Principal Component Analysis . Journal of Process Control , 12 : 841 – 855 .
  • Wang , Z , Shen , B , Shu , H and Wei , G . 2011 . Quantized H-infinity Control for Nonlinear Stochastic Time-delay Systems with Missing Measurements . Accepted for IEEE Transactions on Automatic Control ,
  • Yao , Y , Chen , T and Gao , F . 2010 . Multivariate Statistical Monitoring of Two-dimensional Dynamic Batch Processes Utilizing Non-Gaussian Information . Journal of Process Control , 20 : 1188 – 1197 .
  • Yoo , C , Lee , J , Vanrolleghema , P and Lee , I . 2004 . On-line Monitoring of Batch Processes Using Multiway Independent Component Analysis . Chemometrics and Intelligent Laboratory Systems , 71 : 151 – 163 .
  • Zhang , P and Ding , S . 2008 . On Fault Detection in Linear Discrete-time, Periodic, Sampled-data Systems (Survey) . Journal of Control Science and Engineering , 2008 : 1 – 18 .
  • Zhong , MY and Ding , S . 2011 . A Projection-based Method of Fault Detection for Linear Discrete Time-varying Systems . International Journal of Systems Science , doi: 10.1080/00207721.2011.625481

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.