Aircraft engine health monitoring using density modelling and extreme value statistics

6th International Conference on Condition Monitoring and Machinery Failure Prevention Technologies 2009

Volumn 2, Issue , 2009, Pages 918-929

  Sundaram, Srini ^a   Strachan, Iain G D ^a   Clifton, David A ^b   Tarassenko, Lionel ^b   King, Steve ^c  

^a Oxford BioSignals Ltd   (United Kingdom)

^b UNIVERSITY OF OXFORD   (United Kingdom)

^c ROLLS ROYCE PLC   (United Kingdom)

Author keywords

[No Author keywords available]

Indexed keywords

CONDITION MONITORING; ENGINES;

DIFFERENT OPERATING CONDITIONS; ENGINE DETERIORATION; ENGINE HEALTH MONITORING; EXTREME VALUE STATISTICS; EXTREME VALUE THEORY; OPERATION AND MAINTENANCE; PREVENTATIVE MAINTENANCE; VIBRATION PARAMETERS;

AIRCRAFT ENGINES;

EID: 84905703368     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (8)

1. D. A. Clifton, L. A. Clifton, P. R. Bannister, and L. Tarassenko, 'Automated Novelty Detection in Industrial Systems', in Y. Liu et al. (eds), Advances in Computation Intelligence in Industrial Systems, Springer-Verlag, Berlin, 2008.
2. Tarassenko, L., Clifton, D. A., Bannister, P. R., King, S., and King, D.: Novelty Detection. Worden, K., et al. (eds): Encyclopaedia of Structural Health Monitoring. Wiley, 2009. In press.
3. Sundaram, S., Strachan, I. G. D., Clifton, D. A., King, S., and Palmer, J.: A Data Mining Approach to Reveal Patterns in Aircraft Engine and Operational Data. Proc. of 5th IET Int. Conf. on Condition Monitoring, Edinburgh, U. K., 2008, pp. 1387-1397.
4. D. Lowe and M. E. Tipping, 'Feed-Forward Neural Networks and Topographic Mappings for Exploratory Data Analysis', Neural Computing and Applications, Vol. 4, pp 83-95, 1996.
5. C. M. Bishop, 'Pattern Recognition and Machine Learning', Springer-Verlag, Berlin, 2006.
6. E. Parzen. On the estimation of a probability density function and mode. Annals of Mathematical Statistics, 33:1064-1076, 1962.
7. I. Nabney, 'Netlab: Algorithms for Pattern Recognition', Springer-Verlag, Berlin, 2002.
8. D. A. Clifton, "Novelty Detection with Extreme Value Statistics in Jet Engine Vibration Data". DPhil thesis, University of Oxford, 2009.