Fault diagnosis based on signed digraph combined with dynamic kernel PLS and SVR

Industrial and Engineering Chemistry Research

Volumn 47, Issue 23, 2008, Pages 9447-9456

  Lü, Ning ^a   Wang, Xiong ^a  

^a TSINGHUA UNIVERSITY   (China)

Author keywords

[No Author keywords available]

Indexed keywords

CHEMICAL INDUSTRY;

CASE STUDIES; FAULT DIAGNOSIS; HYBRID METHODS; IN PROCESSES; MEASURED VALUES; MODEL-BASED METHODS; ROOT CAUSES; SUPPORT VECTOR REGRESSIONS; TENNESSEE EASTMAN;

HYBRID SENSORS;

EID: 57949096972     PISSN: 08885885     EISSN: None     Source Type: Journal    
DOI: 10.1021/ie8009457     Document Type: Article

References (24)

1. Iri, M.; Aoki, K.; Shima, E.O'.; Matsuyama, H. An Algorithm for Diagnosis of System Failures in the Chemical Process. Comput. Chem Eng. 1979, 3, 489.
2. Venkatasubramanian, V.; Zhao, J.; Viswanathan, S. Intelligent System for HAZOP Analysis of Complex Process Plants. Comput. Chem Eng. 2000, 24, 2291.
3. Dash, S.; Venkatasubramanian, V. Challenges in the Industrial Applications of Fault Diagnostic Systems. Comput. Chem Eng. 2000, 24, 785.
4. Maurya, M. R.; Rengaswamy, R.; Venkatasubramanian, V. Application of Signed Digraphs-Based Analysis for Fault Diagnosis of Chemical Process Flowsheets. Eng. Appl. Artif. Intell. 2004, 17, 501.
5. Zhang, Z. Q.; Wu, C. G.; Zhang, B. K.; Xia, T.; Li, A. F. SDG Multiple Fault Diagnosis by Real-time Inverse Inference. Reliab. Eng. Syst. Saf. 2005, 87, 173.
6. Maurya, M. R.; Rengaswamy, R.; Venkatasubramanian, V. A Signed Directed Graph-Based Systematic Framework for Steady-State Malfunction Diagnosis inside Control Loops. Chem. Eng. Sci. 2006, 61, 1790.
7. Zhang, B. K. Study with SDG (Signed Directed Graph) on its Real-time Deduction Mechanism, Graphic Software Platform and Application in Safety Engineering. Ph.D. Thesis. Beijing University of Chemical Technology, Beijing, China, 2003.
8. Umeda, T.; Kuriyama, T.; Shima, E.O'.; Matsuyama, H. A. Graphical Approach to Cause and Effect Analysis of Chemical Processing Systems. Chem Eng. Sci. 1980, 35, 2379.
9. LU, N.; Wang, X. SDG-Based HAZOP and Fault Diagnosis Analysis to the Inversion of Synthetic Ammonia. Tsinghua Sci. Technol. 2007, 12, 30.
10. Wold, H. Estimation of Principal Components and Related Models by Iterative Least Squares; Academic Press: New York, 1966.
11. Lorber, A.; Wangen, L. E.; Kowalshi, B. R. A Theoretical Foundation for the PLS Algorithm. J. Chemom. 1987, 1, 19.
12. Liu, Y. Study on Kernel Component Subspace Methods and Multivariable Statistical Process Monitoring. Ph.D. Thesis. Tsinghua University, Beijing, China, 2006.
13. Kim, K.; Lee, J. M.; Lee, I. B. A Novel Multivariate Regression Approach Based on Kernel Partial Least Squares with Orthogonal Signal Correction. Chemom. Intel! Lab. Syst. 2005, 79, 22.
14. Vapnik, V. N. The Nature of Statistical Learning Theory; Springer-Verlag: New York, 1995.
15. Scholkopf, B.; Smola A. J. Learning with Kernels: Support Vector Machines, Regularisation, Optimization and Beyond; MIT Press: Cambridge, MA, 2002.
16. Downs, J. J.; Vogel, E. F. A Plant-Wide Industrial Process Control Problem. Comput. Chem Eng. 1993, 17, 245.
17. McAvoy, T. J.; Ye, N. Base Control for the Tennessee Eastman Problem. Comput. Chem Eng. 1994, 18, 383.
18. Maurya, M. R.; Rengaswamy, R.; Venkatasubramanian, V. A Systematic Framework for the Development and Analysis of Signed Digraphs for Chemical Processes 1. Algorithms and Analysis. Ind. Eng. Chem Res. 2003, 42, 4789.
19. Maurya, M. R.; Rengaswamy, R.; Venkatasubramanian, V. A Systematic Framework for the Development and Analysis of Signed Digraphs for Chemical Processes 2. Control Loops and Flowsheet Analysis. Ind Eng. Chem. Res. 2003, 42, 4811.
20. Lee, G.; Tosukhowong, T.; Lee, J. H.; Han, G Fault Diagnosis Using die Hybrid Method of Signed Digraph and Partial Least Squares with Time Delay: The Pulp Mill Process. Ind Eng. Chem Res. 2006, 45, 9061.
21. Chiang, L. H.; Russell, E. L.; Braatz, R. D. Fault Detection and Diagnosis in Industrial Systems; Springer-Verlag: London, 2001.
22. Chiang, L. H.; Kotanchek, M. E.; Kordon, A. K. Fault Diagnosis Based on Fisher Discriminant Analysis and Support Vector Machines. Comput. Chem. Eng. 2004, 28, 1389.
23. Lee, G.; Song, S. O.; Yoon, E. S. Multiple-Fault Diagnosis Based on System Decomposition and Dynamic PLS. Ind. Eng. Chem. Res. 2003, 42, 6145.
24. Lee, G.; Han, C.; Yoon, E. S. Multiple-Fault Diagnosis of the Tennessee Eastman Process Based on System Decomposition and Dynamic PLS. Ind. Eng. Chem. Res. 2004, 43, 8037.