Aspects of Novelty Detection

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The object of this paper is to illustrate the use of novelty detection techniques in Structural Health Monitoring (SHM) by the consideration of a number of case studies of varying complexity, from a simple lumped-mass system to an FE model of an offshore structure to an experimental study of an aircraft wing.

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3-16

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September 2007

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© 2007 Trans Tech Publications Ltd. All Rights Reserved

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[1] M.I. Friswell: Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences Vol.365 (2007) p.393.

Google Scholar

[2] K. Worden, C.R. Farrar, G. Manson and G. Park The fundamental axioms of structural health monitoring, to appear in Proceedings of the Royal Society, Part A (2007)

Google Scholar

[3] V. Cherkassky and F. Mulier: Learning from Data, Concepts, Theory and Methods (Wiley Interscience 1998).

Google Scholar

[4] M. Markou, and S. Singh: Signal Processing Vol.83 (2003) p.2481.

Google Scholar

[5] M. Markou, and S. Singh: Signal Processing Vol.83 (2003) p.2499.

Google Scholar

[6] V. Barnett and T. Lewis: Outliers in statistical data, 3rd ed. (John Wiley and Sons, Chichester, 1994).

Google Scholar

[7] K. Worden, G. Manson, and N.R. Fieller: Journal of Sound and Vibration Vol.229 (1999) p.647.

Google Scholar

[8] D.A. Pomerleau: In Advances in Neural Information Processing Systems 5 ed. S.J. Hanson, J.D. Cowan \& C.L. Giles, Morgan Kaufman Publishers (1993).

Google Scholar

[9] C.M. Bishop: Neural Networks for Pattern Recognition (Oxford University Press, 1998).

Google Scholar

[10] C. Surace and K. Worden: 1997 in Proceedings 3 rd International Conference on Modern Practice in Stress and Vibration, Dublin (1997) p.89

Google Scholar

[11] K. Worden: Journal of Sound and Vibration Vol.201 (1997) p.85.

Google Scholar

[12] C. Surace, R. Ruotolo and K. Worden: Proceedings of the 17 th International Modal Analysis Conference, Orlando, Florida (1999) p.7.

Google Scholar

[13] H. Sohn: Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences Vol.365 (2007) p.539.

Google Scholar

[14] K. Worden, G. Manson and D.J. Allman: Journal of Sound and Vibration Vol.259 (2003) p.323.

Google Scholar

[15] G. Manson, K. Worden and D.J. Allman: Journal of Sound and Vibration Vol.259 (2003) p.345.

Google Scholar

[16] G. Manson, K. Worden and D.J. Allman: Journal of Sound and Vibration Vol.259 (2003) p.365.

Google Scholar

[17] L. Tarassenko: A Guide to Neural Computing Applications (Arnold 1998).

Google Scholar