Intelligent automatic fault detection for actuator failures in aircraft

IEEE Transactions on Industrial Informatics

Volumn 5, Issue 1, 2009, Pages 50-55

  Lo, C H ^a   Fung, Eric H K ^a   Wong, Y K ^a  

^a HONG KONG POLYTECHNIC UNIVERSITY   (Hong Kong)

Author keywords

Actuators failure; Fault diagnosis; Fuzzy system; Genetic algorithm

Indexed keywords

ACTUATORS; AIRCRAFT; CLASSIFIERS; FAULT DETECTION; FUZZY RULES; FUZZY SYSTEMS; GENETIC ALGORITHMS; LEARNING SYSTEMS; OPTIMIZATION;

ACTUATOR FAILURES; AUTOMATIC FAULT DETECTIONS; FAULT DIAGNOSIS; FUZZY-GENETIC ALGORITHMS; INTELLIGENT TECHNIQUES; OPTIMAL FUZZY RULES; OPTIMIZATION CAPABILITIES;

FUZZY LOGIC;

EID: 62449207029     PISSN: 15513203     EISSN: None     Source Type: Journal    
DOI: 10.1109/TII.2008.2008642     Document Type: Article

References (23)

1. D. Ye and G. H. Yang, "Adaptive fault-tolerant tracking control against actuator faults with application to flight control," IEEE Trans. Control Syst. Technol., vol. 14, no. 6, pp. 1088-1096, Nov. 2006.
2. M. Azam, K. Pattipati, J. Allanach, S. Poll, and A. Patterson-Hine, "Inflight fault detection and isolation in aircraft flight control systems," in IEEE Aerospace Conf., Dec. 2004, pp. 1-11.
3. W. A. Kwong, K. M. Passino, E. G. Laukonen, and S. Yurkovich, "Expert supervision of fuzzy learning systems for fault tolerance aircraft control," Pmc. IEEE, vol. 83, no. 3, pp. 466-482, Mar. 1995.
4. P. M. Frank, "Analytical and qualitative model-based fault diagnosis-A survey and some new results," Eur. J. Control, vol. 2, no. 1, pp. 6-28, 1996.
5. R. Isermann, "Process fault detection based on modeling and estimation methods: A survey," Automatica, vol. 20, no. 4, pp. 387-404,1984.
6. R. J. Patton, "Fault detection and diagnosis in aerospace systems using analytical redundancy," Comput. Control Eng. J., vol. 2, no. 3, pp. 127-136, 1991.
7. C. Quek and A. Wahab. "Real-time integrated process supervision," Eng. Appl. Artif. Intell., vol. 13, no. 6, pp. 645-658, 2000.
8. C. L. Lin and C. T. Liu, "Failure detection and adaptive compensation for fault tolerable flight control systems," IEEE Trans. Ind. Informal., vol. 3, no. 4, pp. 322-331, Nov. 2007.
9. A. E. Emami, M. M. Akhter, and S. M. Rock, "Effect of model uncertainty on failure detection: The threshold selector," IEEE Trans. Autom. Control, vol. 33, no. 2, pp. 1106-1115, Dec. 1988.
10. H. P. Rotstein, R. Ingvalson, T. Keviczky, and G. J. Balas, "Fault-detection design for uninhabited aerial vehicles," AIAA J. Guid., Control, Dynam., vol. 29, no. 5, pp. 1051-1060, 2006.
11. V. Venkatasubramanian and K. Chan, "Neural network methodology for process fault diagnosis," J. AIChE, vol. 35, no. 12. pp. 1993-2002. 1989.
12. M. R. Napolitano, C. I. Chen, and S. Naylor, "Aircraft failure-detection and identification using neural networks," J. Guid., Control, Dynam., vol. 16, no. 6, pp. 999-1009, 1993.
13. J. B. Gomm, "Adaptive neural network approach to on-line learning for process fault diagnosis," Trans. Inst. Meas. Control, vol. 20, no. 3. pp. 144-152, 1998.
14. Y. Maki and K. A. Loparo, "Neural network approach to fault detection and diagnosis in industrial process," IEEE Trans. Control Syst. Technol., vol. 5, no. 6, pp. 529-541, Nov. 1997.
15. C. H. Lo, Y. K. Wong, and A. B. Rad, "Intelligent system for process supervision and fault diagnosis in dynamic physical systems," IEEE Trans. Ind. Electron., vol. 53, no. 2, pp. 581-592, Apr. 2006.
16. R. Isermann, "On fuzzy logic applications for automatic control, supervision, and fault diagnosis," IEEE Trans. Syst., Man, Cybern.: Part A: Syst. Humans, vol. 28, no. 2, pp. 221-235, Mar. 1998.
17. N. Kiupel and P. M. Frank, "Process supervision with the aid of fuzzy logic," in Proc. Syst. Eng. Services of Humans, Le Touquet, France, 1993, pp. 409-414.
18. R. Isermann, "Model-based fault detection and diagnosis: Status and applications," Annu. Rev. Control, vol. 29, pp. 71-85, 2005.
19. P. Thrift, "Fuzzy logic synthesis with genetic algorithms," in Pmc. 4th Int. Conf. Genetic Algorithms, San Diego, CA, 1991, pp. 509-513.
20. Y. F. Yuan and H. J. Zhuang, "A genetic algorithm for generating fuzzy classification rules," Fuzzy Sets Syst., vol. 84, no. 1, pp. 1-19, 1996.
21. D. E. Goldberg, Genetic Algorithms in Search, Optimization, and Machine Learning. Reading, MA: Addison-Wesley, 1989.
22. B. Stevens and F. Lewis, Aircraft Control and Simulation. Hoboken, NJ: Wiley, 2003.
23. O. Nguyen, G. Kibler, and D. Brown, "Simulator study of stall/post stall characteristics of a fighter airplane with relaxed longitudinal static stability," 1979, NASA tech. paper 1538.