Abstract
In the paper, a method for characterization of defects using active thermography and naive Bayes classifier is presented. Experimental investigations of the test sample are conducted with the stepped heating method. Two classifiers—with the parametric and non-parametric estimation of the features density distributions—are considered. Simulations are performed for three datasets representing three phases of the heat process occurring in the investigated sample.
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Minkina, W., Dudzik, S.: Infrared Thermography—Errors and Uncertainties. Wiley, Chichester (2009)
Dudzik, S.: Investigations of a heat exchanger using infrared thermography and artificial neural networks. Sens. Actuators A Phys. 166, 149–156 (2011)
Gryś, S., Minkina, W.: Filtered thermal contrast—error analysis. In: Proc. 10th International Conference on Quantitative Infrared Thermography (QIRT’2010), 27–30 July 2010, Quebec, Canada, pp. 495–502 (2010)
Maldague, X.P.: Theory and Practice of Infrared Technology for Nondestructive Testing. Wiley, New York (2001)
Vallerand, S., Maldague, X.P.: Defect characterization in pulsed thermography: a statistical method compared with Kohonen and Perceptron neural networks. NDT E Int. 33, 307–315 (2000)
Breitenstein, O., Warta, W., Langenkamp, M.: Lock-in Thermography—Basics and Applications to Functional Diagnostics of Electronic Components. Springer, Berlin (2010)
Dudzik, S.: A simple method for defect area detection using active thermography. Opto-Electron. Rev. 17(4), 338–344 (2009)
Maldague, X.P., Galmiche, F., Ziadi, A.: Advances in pulsed phase thermography. Infrared Phys. Technol. 43, 175–181 (2002)
Avdelidis, N.P., Hawtin, B.C., Almond, D.P.: Transient thermography in the assessment of defects of aircraft composites. NDT E Int. 36, 433–439 (2003)
Gleiter, A., Spiessberger, C., Busse, G.: Phase angle thermography for depth resolved characterization. In: Proc. 9th International Conference on Quantitative Infrared Thermography (QiRT), 2–5 July 2008, Cracow, Poland, pp. 435–441 (2008)
Zöcke, C., Langmeier, A., Stößbel, R., Arnold, W.: Reconstruction of the defect shape from lock-in thermography phase images. Quant. Infrared Thermogr. J. 6, 63–78 (2009)
Alifanow, OM: Inverse Heat Transfer Problems. Springer, Berlin (1994)
Gelman, A., Carlin, J.B., Stern, H.S., Rubin, D.B.: Bayesian Data Analysis. Chapman & Hall/CRC, London (2004)
Michie, D., Spiegelhalter, D.J., Taylor, C.C.: Machine Learning, Neural and Statistical Classification. Prentice Hall, New York (1994)
Fukunaga, K.: Introduction to Statistical Pattern Recognition, 2nd edn. Academic Press, San Diego (1990)
van der Heijden, F., Duin, R., de Ridder, D., Tax, D.M.J.: Classification, Parameter Estimation and State Estimation: An Engineering Approach Using MATLAB. Wiley, New York (2004)
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Dudzik, S. Application of the Naive Bayes Classifier to Defect Characterization Using Active Thermography. J Nondestruct Eval 31, 383–392 (2012). https://doi.org/10.1007/s10921-012-0149-5
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DOI: https://doi.org/10.1007/s10921-012-0149-5