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Acoustic Emission Monitoring of Milling Burr Formation Using Wavelet Transform  

Lee Seoung-Hwan (한양대학교 기계공학과)
Ma Che-Hoon (한양대학교 대학원 메카트로닉스.시스템 공학과)
Cho Yong-Won (한양대학교 대학원 메카트로닉스.시스템 공학과)
Publication Information
Transactions of the Korean Society of Machine Tool Engineers / v.15, no.4, 2006 , pp. 22-28 More about this Journal
Abstract
Detection of exit burr is very important in manufacturing automation. In this paper, acoustic emission(AE) was used to detect the burr formation during milling. By using wavelet transformation, AE data was compressed without unnecessary details. Then the transformed data were used as selected features (inputs) of a back-propagation artificial neural net. In order to validate the proposed scheme, the wavelet based ANN results were compared with cutting condition(cutting speed, feed, depth of cut, etc.) based ANN results.
Keywords
Neural Network; Milling; Burr; Acoustic Emission; Wavelet Transform;
Citations & Related Records
Times Cited By KSCI : 1  (Citation Analysis)
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1 Qi, G., Barhorst, A., Hashemi, J. and Kamala G., 1997, 'Discrete Wavelet Decomposition of Acoustic Emission Signals from Carbon-Fiver-Rein forced Composites,' Composite Science and Technology, Vol. 57, pp. 389-403   DOI   ScienceOn
2 Lee, S. H., Kim, T. E. and Kwang, Y. R., 2005, 'Acoustic Emission Monitoring of Drilling Burr Formation Using Wavelet Transform and an Artificial Neural Network,' Journal of KSPE, Vol. 22, No. 4, pp. 37-43   과학기술학회마을
3 Qi, G. and Barhorst, A., 1997, 'On Predicting the Fracture Behavior of CFR and GFR Composite Using Wavelet-Based AE Techniques,' Engineering Fracture Mechanics, Vol. 58, No. 4, pp. 363-385   DOI   ScienceOn
4 Suzuki, H., Kinjo, T., Hayashi, Y., Takemoto, M. and Ono, K., 1996, 'Wavelet Transform of Acoustic Emission Signals,' Journal of Acoustic Emission, Vol. 14, No. 2, pp. 69-84
5 Gillespie, K. L., 1979, 'Deburring Precision Miniature Parts,' Precision Engineering, Vol. 1, No. 4, pp. 189-198   DOI   ScienceOn
6 Serrano, E. P. and Fabio, M. A., 1996, 'Application of the Wavelet Transform to Acoustic Emission Signals Processing,' IEEE Transaction on Signal Processing, Vol. 44, No. 5, pp. 1270-1275   DOI   ScienceOn