Prospects for aero gas-turbine diagnostics: A review

Applied Energy

Volumn 79, Issue 1, 2004, Pages 109-126

  Marinai, Luca ^a   Probert, Douglas ^a   Singh, Riti ^a  

^a CRANFIELD UNIVERSITY   (United Kingdom)

Author keywords

Aftermarket; Diagnostics; Gas path analysis; Performance

Indexed keywords

AIR TRANSPORTATION; CONDITION MONITORING; COSTS; GAS FUEL ANALYSIS; SPECIFICATIONS;

GAS-PATH DIAGNOSTIC; UNIT-FUEL COSTS;

GAS TURBINES;

AIR TRANSPORTATION;

EID: 2642561086     PISSN: 03062619     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.apenergy.2003.10.005     Document Type: Article

References (53)

1. Cribbes T.D. Changes in engine-maintenance management Aerosp. Eng. 17 12 1997 7-9
2. Singh R. Civil aero gas-turbines: Strategy and technology, Chairman's Address, Aerospace Division, Institution of Mechanical Engineers, London, April 2001
3. Rupp O. Hannover GmbH, Langenhagen, Germany, MTU Maintenance, 2002
4. Airbus SAS. Global-market forecast 2002-2000, © AIRBUS S.A.S., Printed in France; 2002
5. Singh R. Advances and opportunities in gas-path diagnostics, ISABE 2003-1008, 2003
6. Marinai L, Singh R, Curnock B. Fuzzy-logic-based diagnostic process for turbofan engines. In: ISABE-2003-1149, XVI International Symposium on air-breathing engines, Cleveland, OH, USA; 31 August-5 September 2003
7. Marinai L, Singh R, Curnock B, Probert D. Detection and prediction of theperformance deterioration of a turbofan engine. In: TS-005, International Gas-turbine Congress 2003 Tokyo; November 2-7, 2003
8. Urban L.A. Gas-turbine engine-parameter interrelationships 1969 Hamilton Standard Division of United Aircraft Windsor Locks USA
9. Li I.Y. Performance analysis based gas-turbine diagnostics: A review IMechE J. - Power Energy 216 A5 2002 363-377
10. Mathioudakis K, Sieverding CH. Gas-turbine Condition Monitoring - Fault Diagnosis, Von Karman Institute Lecture Series 2003-01, Brussels, Belgium, 13-17 January 2003
11. Passalacque J. Description of automatic gas-turbine engine-trends diagnostic system. National Research Council of Canada, Symposium on Gas-turbine Operation and Maintenance, 1974
12. Escher PC. Pythia: An object-oriented gas-path analysis computer program for general applications, PhD thesis, School of Mechanical Engineering, Cranfield University; 1995
13. Urban LA, Volponi AJ. Mathematical methods for relative engine- performance diagnostics. Transaction Journal of Aerospace, section 1, vol. 101, SAE 1992, technical paper 922048, 1992
14. Provost MJ. Kalman-filtering for performance engineering, Performance technical report, Rolls-Royce, Derby, 1987
15. Provost MJ. COMPAS: A generalized ground-based monitoring system. Engine-condition Monitoring, AGARD-CP-449, 1988
16. Provost MJ. The use of optimal estimation techniques in the analysis of gas-turbines, PhD Thesis, School of Mechanical Engineering, Cranfield University, 1995
17. Doel D.L. TEMPER: A gas-path analysis tool for commercial jet-engines J. Eng. Gas-turbines Power 116 1994 82-89
18. Zedda M. Gas-turbine engine and sensor fault diagnosis, PhD Thesis, School of Mechanical Engineering, Cranfield University, UK, 1999
19. Zedda M, Singh R. Gas-turbine engine and sensor fault diagnosis. ISABE 99-7238, 13th ISABE, Florence, Italy, 1999
20. Zedda M, Singh R. Gas-turbine engine and sensor fault diagnosis using optimization techniques. 35th AIAA/ASME/SAE/ASEE Joint Propulsion Conference and Exhibit, Los Angeles, CA, USA, 24 June 1999, AIAA 99-253020
21. Gulati A, Zedda M, Singh R. Gas-turbine engine and sensor multiple operating-point analysis using optimisation techniques. 36th AIAA/ASME/SAE/ASEE Joint propulsion conference and exhibition, 17-Huntsville, Alabama, USA, AIAA 2000-3716, 19 July 2000
22. Gulati A, Taylor D, Singh R. Multiple operating-point analysis using Genetic-Algorithm optimisation for gas-turbine diagnostics. ISABE-2001-1139, 2001
23. Stamatis A. Mathioudakis K. Berios G. Papailiou K. Jet engine-fault detection with discrete operating points gas-path analysis J. Propulsion 7 6 1991 1043-1048 or ISABE 89-7133
24. Sampath S. Fault diagnostics for an advanced cycle marine gas-turbine using Genetic-Algorithms, PhD Thesis, School of Engineering, Cranfield University, 2003
25. Sampath S, Marinai L, Ogaji SOT, Singh R. Evolution strategy applied to aero-engine-fault diagnosis. In: Seventh International Conference on Knowledge-Based Intelligent Information - Engineering Systems - KES, 3-5 September 2003, Oxford, United Kingdom, 2003
26. Zedda M, Singh R. Fault diagnosis of a turbofan engine using neural-networks: A quantitative approach. In: 34th AIAA/ASME/SAE/ASEE Joint Propulsion Conference - Exhibit, AIAA 98-3602, Cleveland, OH, USA, 13-15 July, 1998
27. Ogaji S. Advanced gas-path fault diagnostics for stationary gas-turbines, PhD Thesis, School of Engineering, Cranfield University, 2003
28. Torella G, Lombardo G. Utilization of neural-networks for gas-turbine engines. XII ISABE 95-703, 1995
29. Kanelopoulos K, Stamatis A, Mathioudakis K. Incorporating neural-networks into gas-turbine performance diagnostics. ASME 97-GT-35, International Gas-turbine - Aero-engine Congress - Exhibition, Orlando, Florida, USA, June 8-13, 1997
30. Volponi A, DePold H, Ganguli R, Daguang C. The use of Kalman-filter and neural-network methodologies in gas-turbine performance diagnostics: A comparative study. ASME 2000-GT-547, 2000
31. Green A. Artificial-intelligence for real-time diagnostics and prognostics of gas-turbine engines. AIAA 97-2899 Conference Seattle, WA, USA, 6-9 July 1997
32. Eustace R, Merrington G. Fault diagnosis of fleet engines using neural-networks. XII ISABE 1993;95-7085
33. Kadamb A. Bayesian belief network for aero gas-turbine module and system-fault isolation. MSc Thesis, School of Engineering, Cranfield University; 2003
34. Romessis C, Stamatis A, Mathioudakis K. Setting-up a belief network for turbofan diagnosis with the aid of an engine-performance model. ISABE-2001-1032, 2001
35. Mathioudakis K, Romessis C, Stamatis A. Probabilistic methods for gas-turbine fault diagnostics. Von Karman Institute Lecture Series 2003-01, Gas-turbine Condition Monitoring - Fault Diagnosis, Brussels, Belgium, 13-17 January 2003
36. Ali M, Gupta U. An Expert System for Fault Diagnosis in a Space-Shuttle Main Engine 26th AIAA/SAE/ASME/ASEE Joint Propulsion Conference, Orlando, FL, USA, July 16-18, 1990, AIAA-90-1890
37. DePold R. Gass D. Application of expert systems and neural-networks to gas-turbine prognostics and diagnostics J. Eng. Gas-Turbines Power 1999 121-612
38. Doel DL. The role for expert systems in commercial gas-turbine engine monitoring. The Gas-turbine and Aero-engine Congress and Exposition, Brussels, Belgium, June 1990
39. Spina PR, Torella G, Venturini M. The use of expert systems for gas-turbine diagnostics and maintenance. In: Proceedings of the ASME Turbo Expo, Amsterdam, The Netherlands, June 3-6, 2002
40. Torella G. Expert Systems for the Simulation of Turbofan Engines. ISABE 93-7133, Tokyo, Japan, September 20-24, 1993
41. Torella G. Expert systems and neural-networks for fault isolation in gas-turbines. ISABE 97-7148, 1997
42. Torella G, Torella R. Probabilistic expert systems for the diagnostics and trouble-shooting of gas-turbine apparatuses. In: AIAA 99-2942, 35th AIAA/ASME/SAE/ASEE Joint Propulsion Conference, LA, California, USA, June 20-24, 1999
43. Zadeh LA. Toward a theory of fuzzy systems. Washington, DC, USA: NASA CR-1432;1969
44. Healy A, Kerr L, Larkin L. Model-based fuzzy-logic sensor fault accommodation. ASME 97-GT-222, 1997
45. Siu C, Shen Q, Milne R. TMDOCTOR: A fuzzy rule- and case-based expert system for turbomachinery diagnosis. In: SAFEPROCESS'97, vol. 1, 1997. p. 556-63
46. Tang G. A practical intelligent system for condition monitoring and fault diagnosis of jet engines. AIAA 99-2533, 1999
47. Ganguli R. Application of fuzzy-logic for fault isolation of jet engines. ASME 2001-GT-0013, 2001
48. Ganguli R. A fuzzy-logic intelligent system for gas-turbine module and system fault isolation. ISABE-2001-1112, 2001
49. Ganguli R. Health monitoring of a helicopter rotor in forward flight using fuzzy-logic AIAA J. 40 12 2002 2373-2381
50. Karvounis G, Frith P. Automated detection of engine heath using hybrid model-based and fuzzy-logic approach. In: ISABE-2003-1232, XVI International Symposium on air-breathing engines, Cleveland, OH, 31 August-5 September 2003
51. Ogaji SOT, Marinai L, Sampath S, Singh R. Comparison of artificial neural-network and fuzzy-logic approaches to engine diagnostics. Int J Eng Intelligence Syst, submitted for publication
52. Volponi A. Extending gas-path analysis coverage for other fault conditions. Von Karman Institute Lecture Series 2003-01, Gas-turbine Condition Monitoring - Fault Diagnosis, Brussels, Belgium, 13-17 January, 2003
53. Kosko B. Fuzzy engineering 1997 Prentice Hall New Jersey