Constrained sparse estimation for improved fault isolation

Journal of Engineering for Gas Turbines and Power

Volumn 133, Issue 12, 2011, Pages

  Borguet, S ^a   Leonard O ^a  

^a UNIVERSITY OF LIÈGE   (Belgium)

Author keywords

constrained estimation; fault isolation; gas path analysis; quadratic programming

Indexed keywords

CONSTRAINED ESTIMATION; FAULT CONDITIONS; FAULT ISOLATION; GAS PATH ANALYSIS; HEALTH MONITORING; HEALTH PARAMETERS; HIGH PRESSURE COMPRESSOR; PRIOR KNOWLEDGE; SPARSE ESTIMATION; STATOR VANE; TURBOFAN MODEL; TWO-COMPONENT;

COMPUTER SIMULATION; HEALTH; JET ENGINES; LEAST SQUARES APPROXIMATIONS; OPTIMIZATION; REGRESSION ANALYSIS;

ESTIMATION;

EID: 80052782087     PISSN: 07424795     EISSN: 15288919     Source Type: Journal    
DOI: 10.1115/1.4004013     Document Type: Article

References (22)

1. Volponi, A. J., 2003, "Foundation of Gas Path Analysis (Parts I and II)," Gas Turbine Condition Monitoring and Fault Diagnosis (von Karman Institute Lecture Series No. 10), von Karman Institute, Brussels.
2. Marinai, L., Probert, D., and Singh, R., 2004, "Prospects for Aero Gas-Turbine Diagnostics: A Review," Appl. Energy, 79, pp. 109-126. (Pubitemid 38728605)
3. Provost, M. J., 1994, "The Use of Optimal Estimation Techniques in the Analysis of Gas Turbines," Ph.D. thesis, Cranfield University, Cranfield, UK.
4. Borguet, S., and Léonard, O., 2010, "A Sparse Estimation Approach to Fault Isolation," ASME J. Eng. Gas Turbines Power, 132, p. 021601.
5. Simon, D., and Simon, D. L., 2003, "Aircraft Turbofan Engine Health Estimation Using Constrained Kalman Filtering," ASME Paper No. GT2003-38584.
6. Simon, D., and Simon, D. L., 2005, "Kalman Filter Constraint Tuning for Turbo-Fan Engine Health Estimation," Technical Memorandum TM-2005-213962, NASA.
7. Dewallef, P., Mathioudakis, K., and Léonard, O., 2004, "On-Line Aircraft Engine Diagnostic Using a Soft-Constrained Kalman Filter," ASME Paper No. GT2004-53539.
8. Murakami, K., and Seborg, D., 2000, "Constrained Parameter Estimation With Applications to Blending Operations," J. Process Control, 10, pp. 195-202. (Pubitemid 30556717)
9. Doel, D. L., 1994, "An Assessment of Weighted-Least-Squares-Based Gas Path Analysis," ASME J. Eng. Gas Turbines Power, 116, pp. 366-373.
10. Fuchs, J. J., 2004, "On Sparse Representations in Arbitrary Redundant Basis," IEEE Trans. Inf. Theory, 50, pp. 1341-1344.
11. Fuchs, J. J., 2004, "Recovery of Exact Sparse Representations in the Presence of Noise," IEEE International Conference on Acoustics, Speech and Signal Processing, Vol. 2, IEEE, Montréal, QC, Canada, pp. 1341-1344.
12. Fletcher, R., 2000, Practical Methods of Optimization, Wiley, New York.
13. Ogaji, S., Sampath, S., Singh, R., and Probert, S., 2002, "Parameter Selection for Diagnosing a Gas-Turbine's Performance Deterioration," Appl. Energy, 73(1), 25-46. (Pubitemid 35381366)
14. Volponi, A., DePold, H., Ganguli, R., and Daguang, C., 2003, "The Use of Kalman Filter and Neural Network Methodologies in Gas Turbine Performance Diagnostic: A Comparative Study," ASME J. Eng. Gas Turbines Power, 125, pp. 917-924. (Pubitemid 40231411)
15. Simon, D. L., Bird, J., Davison, C., Volponi, A. J., and Iverson, R. E., 2008, "Benchmarking Gas Path Diagnostic Methods: A Public Approach,"ASME Paper No. GT2008-51360.
16. Doel, D. L., 2003, "Interpretation of Weighted-Least-Squares Gas Path Analysis Results," ASME J. Eng. Gas Turbines Power, 125(3), pp. 624-633. (Pubitemid 40231435)
17. Meszaros, C., 1996, "Fast Cholesky Factorization for Interior Point Methods of Linear Programming," Comput. Math. Appl., 31(4-5), pp. 49-54. (Pubitemid 126693830)
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. Aretakis, N., Mathioudakis, K., and Stamatis, A., 2003, "Non-Linear Engine Component Fault Diagnosis From a Limited Number of Measurements Using a Combinatorial Approach," ASME J. Eng. Gas Turbines Power, 125(3), pp. 642-650. (Pubitemid 40231437)
20. Roth, B. A., Doel, D. L., and Cissell, J. J., 2005, "Probabilistic Matching of Turbofan Performance Models to Test Data," ASME Paper No. GT2005-68201.
21. Fuchs, J. J., 2006, "Recovery Conditions of Sparse Representations in the Presence of Noise," IEEE International Conference on Acoustics, Speech and Signal Processing, Vol. 3, Toulouse, France, pp. 337-340.
22. Borguet, S., and Léonard, O., 2009, "A Generalized Likelihood Ratio Test for Adaptive Gas Turbine Performance Monitoring," ASME J. Eng. Gas Turbines Power, 131, p. 011601.