A generalized likelihood ratio test for adaptive gas turbine performance monitoring

Journal of Engineering for Gas Turbines and Power

Volumn 131, Issue 1, 2009, Pages

  Borguet, S ^a   Leonard O ^a  

^a UNIVERSITY OF LIÈGE   (Belgium)

Author keywords

Adaptive estimation; Gas path analysis

Indexed keywords

ADAPTIVE DIAGNOSIS; ADAPTIVE ESTIMATION; ADAPTIVE KALMAN FILTER; COMMERCIAL AIRCRAFT; ENGINE CONDITIONS; GAS PATH ANALYSIS; GAS TURBINE PERFORMANCE; GENERALIZED LIKELIHOOD RATIO TEST; HEALTH MONITORING; SECONDARY SYSTEM; TRANSITION MODEL; TURBINE ENGINE;

AIRCRAFT ENGINES; DETERIORATION; GAS TURBINES; REGRESSION ANALYSIS;

KALMAN FILTERS;

EID: 78149282947     PISSN: 07424795     EISSN: 15288919     Source Type: Journal    
DOI: 10.1115/1.2967493     Document Type: Article

References (21)

1. Volponi, A.J., 2003, "Foundation of Gas Path Analysis Part I and II," Gas Turbine Condition Monitoring and Fault Diagnosis, von Karman Institute Lecture Series No. 1, von Karman Institute, Rhode-Saint-Genèse, Belgium.
2. Li, Y.G., 2002, "Performance-Analysis-Based Gas Turbine Diagnostics: A Review," Proc. Inst. Mech. Eng., Part A, 216(5), pp. 363-377.
3. Kalman, R.E., 1960, "A New Approach to Linear Filtering and Prediction Problems. ASME J. Basic Eng., 82, pp. 35-44.
4. Provost, M.J., 1994, "The Use of Optimal Estimation Techniques in the Analysis of Gas Turbines," Ph.D. thesis, Cranfield University.
5. Volponi, A.J., 2003, "Extending Gas Path Analysis Coverage for Other Fault Conditions," Gas Turbine Condition Monitoring and Fault Diagnosis, von Karman Institute Lecture Series No. 1, von Karman Institute, Rhode-Saint-Genèse, Belgium.
6. Mehra, R.K., 1972, "Approaches to Adaptive Filtering," IEEE Trans. Autom. Control, 17(5), pp. 693-698.
7. Mehra, R.K., 1970, "On the Identification of Variances and Adaptive Kalman Filtering," IEEE Trans. Autom. Control, 15(2), pp. 175-184.
8. Odelson, B., Rajamani, M., and Rawlings, J., 2006, "A New Autocovariance Least-Squares Method for Estimating Noise Covariances," Automatica, 42, pp. 303-308.
9. Jazwinski, A.H., 1969, "Adaptive Filtering," Automatica, 5, pp. 475-485.
10. Dewallef, P., Léonard, O., and Borguet, S., 2006, "An Adaptive Estimation Algorithm for Aircraft Engine Performance Monitoring," University of Liège, Technical Report No. 06-02.
11. Willsky, A., and Jones, H., 1974, "A Generalized Likelihood Ratio Approach to State Estimation in Linear Systems Subject to Abrupt Changes," Proceedings of the IEEE Conference on Decision and Control, Phoenix, AZ, November, pp. 846-853.
12. Bensalah, F., and Chaumette, F., 1994, "Real-Time Visual Tracking Using Abrupt Changes Detection," INRIA, Technical Report No. 2425.
13. Dewallef, P., 2005, "Application of the Kalman Filter to Health Monitoring of Gas Turbine Engines: A Sequential Approach to Robust Diagnosis," Ph.D. thesis, University of Liège.
14. van Trees, H.L., 1968, Detection, Estimation and Modulation Theory, Wiley, New York.
15. Willsky, A., and Jones, H., 1976, "A Generalized Likelihood Ratio Approach to the Detection and Estimation of Jumps in Linear Systems," IEEE Trans. Autom. Control, 21(1), pp. 108-112.
16. Strang, G., 1988, Linear Algebra and its Applications, 3rd ed., Brooks-Cole, Pacific Grove, CA.
17. Borguet, S., and Léonard, O., 2008, "A Study on Sensor Selection for Efficient Jet Engine Health Monitoring," Proceedings of the 12th International Symposium on Transport Phenomena and Dynamics of Rotating Machinery, Honolulu, HI, February, Paper No. ISROMAC-2008-20072.
18. Stamatis, A., Mathioudakis, K., Ruiz, J., and Curnock, B., 2001, "Real-Time Engine Model Implementation for Adaptive Control and Performance Monitoring of Large Civil Turbofans," ASME Paper No. 2001-GT-0362.
19. Curnock, B., 2000, "Obidicote Project-Work Package 4: Steady-State Test Cases," Rolls-Royce PLc, Technical Report No. DNS62433.
20. Dewallef, P., Romessis, C., Léonard, O., and Mathioudakis, K., 2006, "Combining Classification Techniques With Kalman Filters for Aircraft Engine Diagnostics," ASME J. Eng. Gas Turbines Power, 128(2), pp. 281-287.
21. Borguet, S., and Léonard, O., 2007, "Coupling Principal Component Analysis and Kalman Filter Algorithms for On-Line Aircraft Engine Diagnostics," Proceedings of the 18th International Symposium on Air Breathing Engines, Beijing, China, Sept., Paper No. ISABE-2007-1275.