Root cause diagnosis of plant-wide oscillations using granger causality

IFAC Proceedings Volumes (IFAC-PapersOnline)

Volumn 8, Issue PART 1, 2012, Pages 160-165

  Yuan, Tao ^a   Joe Qin, S ^a  

^a University of Southern California   (United States)

Author keywords

Diagnosis; Granger causality; Oscillation; Propagation; Spectral analysis

Indexed keywords

CONTROL SYSTEM ANALYSIS; DIAGNOSIS; SPECTRUM ANALYSIS; STATISTICAL TESTS; WAVE PROPAGATION;

CONTROL PERFORMANCE; DATA-DRIVEN METHODS; GRANGER CAUSALITY; OSCILLATION; OSCILLATION PROPAGATION; PLANT-WIDE OSCILLATION; PRINCIPAL COMPONENTS; PROPAGATION PATHS;

PROCESS CONTROL;

EID: 84867062842     PISSN: 14746670     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.3182/20120710-4-SG-2026.00172     Document Type: Conference Paper

References (10)

1. M. Bauer, J. W. Cox, M. H. Caveness, J. J. Downs, and N. F. Thornhill. Finding the direction of disturbance propagation in a chemical process using transfer entropy. Control Systems Technology, IEEE Transactions on, 15 (1):12 -21, jan. 2007.
2. M. A. A. Shoukat Choudhury, Vinay Kariwala, Nina F. Thornhill, Hisato Douke, Sirish L. Shah, Haruo Takada, and J. Fraser Forbes. Detection and diagnosis of plantwide oscillations. The Canadian Journal of Chemical Engineering, 85(2):208-219, 2007.
3. Mukeshwar Dhamala, Govindan Rangarajan, and Mingzhou Ding. Estimating granger causality from fourier and wavelet transforms of time series data. Phys. Rev. Lett., 100:018701, Jan 2008.
4. John Geweke. Measurement of linear dependence and feedback between multiple time series. Journal of the American Statistical Association, 77(378):pp. 304-313, 1982.
5. C. W. J. Granger. Investigating causal relations by econometric models and cross-spectral methods. Econometrica, 37(3):pp. 424-438, 1969.
6. Yongmiao Hong, Yanhui Liu, and Shouyang Wang. Granger causality in risk and detection of extreme risk spillover between financial markets. Journal of Econo- metrics, 150(2):271 - 287, 2009. ¡ce:title¿Recent Development in Financial Econometrics¡/ce:title¿.
7. Hailei Jiang, Rohit Patwardhan, and Sirish L. Shah. Root cause diagnosis of plant-wide oscillations using the concept of adjacency matrix. Journal of Process Control, 19(8):1347 - 1354, 2009. ¡ce:title¿Special Section on Hybrid Systems: Modeling, Simulation and Optimization¡/ce: title¿.
8. Anil K. Seth. Causal connectivity of evolved neural networks during behavior. Network: Computation in Neural Systems, 16(1):35-54, 2005.
9. N.F. Thornhill, J. Cox, and M. Paulonis. Diagnosis of plant-wide oscillation through data-driven analysis and process understanding. Control Engineering Practice, 11:1481-1490, 2003.
10. Chunming Xia, John Howell, and Nina F. Thornhill. Detecting and isolating multiple plant-wide oscillations via spectral independent component analysis. Automatica, 41(12):2067 - 2075, 2005.