Fault propagation analysis by combining data-driven causal analysis and plant connectivity

19th IEEE International Conference on Emerging Technologies and Factory Automation, ETFA 2014

Volumn , Issue , 2014, Pages

  Landman, Rinat ^a   Kortela, Jukka ^a   Jämsä Jounela, Sirkka Liisa ^a  

^a AALTO UNIVERSITY   (Finland)

Author keywords

causal analysis; control loops; Plant topology

Indexed keywords

FACTORY AUTOMATION; STICTION; TOPOLOGY;

CAUSAL ANALYSIS; CONTROL LOOP; FAULT PROPAGATION; INSTRUMENTATION DIAGRAMS; INTEGRATING PROCESS; PAPERBOARD MACHINES; QUALITATIVE INFORMATION; QUANTITATIVE RESULT;

DATA FLOW ANALYSIS;

EID: 84946686091     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ETFA.2014.7005337     Document Type: Conference Paper

References (21)

1. T. Yuan, and S. J. Qin, "Root cause diagnosis of plant-wide oscillations using Granger causality," The 8th IFAC Symposium on Advanced Control of Chemical Processes, pp. 160-165-719, The international Federation of Automatic Control, Singapore, 2013.
2. T. Hägglund, "A control-loop performance monitor," Control Engineering Practice, vol. 3, pp. 1543-1551, 1995.
3. F. Yang, and S. L. Shah and D. Xiao, "Signed directed graph based modeling and its validation from process knowledge and process data," International Journal of Applied Mathematis and Computr Science, vol. 22, pp. 387-392, 2012.
4. G. J. Di Geronimo Gil, D. B. Albai, O. E. Lyun and N. F. Thornhill, "Merging Process Models and Plant Topology," The 2011 4th International Symposium on Advanced Control of Industrial Processes, IEEE, vol. 18, pp. 15-21, Thousand Islands Lake, Hangzhou, China, 2011.
5. S. Y. Yim, H. Ananthakumar, L. Benabbas, A. Horch, R. Drath and N. F. Thornhill, "Using process topology in plant-wide control loop performance assessment," Computers and Chemical Engineering, vol. 31, pp. 86-99, 2006.
6. J. Thambirajah, L. Benabbas, M. Bauer and N. F. Thornhill, "Cause and effect analysis in chemical processes utilizing plant connectivity information," The IEEE Advanced Process Control Applications for Industry Workshop, pp. 1-6, Vancouver, Canada, 2008.
7. J. Thambirajah, L. Benabbas, M. Bauer and N. F. Thornhill, "Cause-and-effect analysis in chemical processes utilizing XML, plant connectivity and quantitative process history," Computers and Chemical Engineering, vol. 33, pp. 503-512, 2009.
8. F. Yang, S. L. Shah and D. Xiao, "Signed directed graph based modeling and its validation from process knowledge and process data," International Journal of Applied Mathematis and Computr Science, vol. 22, pp. 387-392, 2012.
9. Integraph, 2012. ISO 15926 and Integraph. [Online] Available at: http://www. intergraph. com/ppm/iso15926. Aspx [Accessed 5 December 2012].
10. AutoCAD, 2011, AutoCAD 2011 Help. [Online] Available at: http://docs. Autodesk. com [Accessed 18 April 2013]
11. M. Bauer, and N. Thornhill, "A practical method for identifying the propagation path of plant-wide disturbances," Journal of Process Control, vol. 18, pp. 707-719, 2008.
12. S. L. Bressler, and A. K. Seth., "Wiener-Granger causality: A well established methodology," NeuroImage, vol. 58, pp. 323-329, 2010.
13. C. W. J Granger, "Investigating causal relations by econometric models and cross-spectral methods, " Econometrica, vol. 37, pp. 424-438, 1969.
14. M. Bauer, J. W. Cox, M. H. Caveness, J. J. Downsand and N. F. Thornhill, "Finding the direction of disturbance propagation in a chemical process using transfe r entropy, " IEEE Transactions on Control Systms Technology, vol. 15, pp. 12-21
15. T. Schreiber, "Measuring information transfer, "Physical Review Letters, " vol. 85, pp. 461-464
16. A. K. Seth, "Causal connectivity of evolved neural networks during behavior, " Network:Computation in Neural Systems, vol. 16, pp. 35-54
17. T. Yuan and S. J. Qin, "Root cause diagnosis of plant-wide oscillations using Granger causality," The 8th IFAC Symposium on Advanced Control of Chemical Processes, pp. 160-165, 2013, Singapore [The international Federation of Automatic Control].
18. J. Geweke, "Measurement of linear dependence and feedback between multiple time series," Journal of The American Statistical Association, vol. 77. pp. 304-313, 1982.
19. A. K. Seth, "A MATLAB toolbox for Granger causal connectivity analysis, " Journal of Neuroscience Methods, vol. 186, pp. 262-273, 2010.
20. W. H. Greene, Econometric Analysis, " Prentice-Hall, ed. 5, pp. 304-313, Upper Saddle River, NJ, USA, 2002.
21. S. Guo, A. K. Seth, K. Kendrick, C. Zhou and J. Feng, "Partial Granger causality: eliminating exogenous inputs and latent variables, " Journal of Neuroscience Methods, vol. 172, pp. 79-93, 2008.