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Erschienen in: Journal of Intelligent Manufacturing 2/2019

17.09.2016

Defect identification in friction stir welding using continuous wavelet transform

verfasst von: Shilpi Kumari, Rahul Jain, Ujjwal Kumar, Inderjeet Yadav, Nitin Ranjan, Kanchan Kumari, Ram Kumar Kesharwani, Sachin Kumar, Srikanta Pal, Surjya K. Pal, Debashish Chakravarty

Erschienen in: Journal of Intelligent Manufacturing | Ausgabe 2/2019

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Abstract

The manuscript reports on detection of defect that arises during friction stir welding using continuous wavelet transform (CWT) on force signal. The vertical force during welding undergoes sudden change due to presence of defects. These localized defects are detected accurately with the help of continuous wavelet transform scalogram (CWT coefficients’ gray scale image). Statistical feature of variance is used on scale of 1 of transformed signal to localize the defects. The experiments of welding are conducted on the work piece of AA 1100 with varying tool rotational speed (1000, 2000, 3000 rpm) and transverse velocity (50, 75 and 125 mm/min). The manuscript also presents the comparison of results obtained using discrete wavelet transform and CWT of force signals and shows better localization and determination of degree of defect are possible through CWT analysis.

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Literatur
Zurück zum Zitat Bhat, N. N., Kumari, K., Dutta, S., Pal, S. K., & Pal, S. (2015). Friction stir weld classification by applying wavelet analysis and support vector machine on weld surface images. Journal of Manufacturing Processes, 20, 274–281. doi:10.1016/j.jmapro.2015.07.002.CrossRef Bhat, N. N., Kumari, K., Dutta, S., Pal, S. K., & Pal, S. (2015). Friction stir weld classification by applying wavelet analysis and support vector machine on weld surface images. Journal of Manufacturing Processes, 20, 274–281. doi:10.​1016/​j.​jmapro.​2015.​07.​002.CrossRef
Zurück zum Zitat Chen, C., Kovacevic, R., & Jandgric, D. (2003). Wavelet transform analysis of acoustic emission in monitoring friction stir welding of 6061 aluminum. International Journal of Machine Tools and Manufacture, 43(13), 1383–1390. doi:10.1016/S0890-6955(03)00130-5.CrossRef Chen, C., Kovacevic, R., & Jandgric, D. (2003). Wavelet transform analysis of acoustic emission in monitoring friction stir welding of 6061 aluminum. International Journal of Machine Tools and Manufacture, 43(13), 1383–1390. doi:10.​1016/​S0890-6955(03)00130-5.CrossRef
Zurück zum Zitat Chen, H. B., Yan, K., Lin, T., Chen, S.-B., Jiang, C.-Y., & Zhao, Y. (2006). The investigation of typical welding defects for 5456 aluminum alloy friction stir welds. Materials Science and Engineering: A, 433(1–2), 64–69. doi:10.1016/j.msea.2006.06.056.CrossRef Chen, H. B., Yan, K., Lin, T., Chen, S.-B., Jiang, C.-Y., & Zhao, Y. (2006). The investigation of typical welding defects for 5456 aluminum alloy friction stir welds. Materials Science and Engineering: A, 433(1–2), 64–69. doi:10.​1016/​j.​msea.​2006.​06.​056.CrossRef
Zurück zum Zitat Jain, R., Kumari, K., Kesharwani, R. K., Kumar, S., Pal, S. K., & Singh, S. B., et al. (2015). Friction stir welding: Scope and recent developement. In Mordern manufacturing engineering edited by J. Paulo Davim, (Springer) (pp. 179–228). doi:10.1007/978-3-319-20152-8. Jain, R., Kumari, K., Kesharwani, R. K., Kumar, S., Pal, S. K., & Singh, S. B., et al. (2015). Friction stir welding: Scope and recent developement. In Mordern manufacturing engineering edited by J. Paulo Davim, (Springer) (pp. 179–228). doi:10.​1007/​978-3-319-20152-8.
Zurück zum Zitat Kilby, J., & Hosseini, H. G. (2006). Extracting effective features of SEMG using continuous wavelet transform. In Annual international conference of the IEEE engineering in medicine and biology—proceedings (pp. 1704–1707. doi:10.1109/IEMBS.2006.260064. Kilby, J., & Hosseini, H. G. (2006). Extracting effective features of SEMG using continuous wavelet transform. In Annual international conference of the IEEE engineering in medicine and biology—proceedings (pp. 1704–1707. doi:10.​1109/​IEMBS.​2006.​260064.
Zurück zum Zitat Kim, Y. G., Fujii, H., Tsumura, T., Komazaki, T., & Nakata, K. (2006). Three defect types in friction stir welding of aluminum die casting alloy. Materials Science and Engineering: A, 415(1–2), 250–254. doi:10.1016/j.msea.2005.09.072.CrossRef Kim, Y. G., Fujii, H., Tsumura, T., Komazaki, T., & Nakata, K. (2006). Three defect types in friction stir welding of aluminum die casting alloy. Materials Science and Engineering: A, 415(1–2), 250–254. doi:10.​1016/​j.​msea.​2005.​09.​072.CrossRef
Zurück zum Zitat Leonard, A. J., & Lockyer, S. A. (2003). Flaws in friction stir welds. In 4th international symposium on friction stir welding, USA (pp. 14–16). Leonard, A. J., & Lockyer, S. A. (2003). Flaws in friction stir welds. In 4th international symposium on friction stir welding, USA (pp. 14–16).
Zurück zum Zitat Li, B., Shen, Y., & Hu, W. (2011). The study on defects in aluminum 2219–T6 thick butt friction stir welds with the application of multiple non-destructive testing methods. Materials and Design, 32(4), 2073–2084. doi:10.1016/j.matdes.2010.11.054.CrossRef Li, B., Shen, Y., & Hu, W. (2011). The study on defects in aluminum 2219–T6 thick butt friction stir welds with the application of multiple non-destructive testing methods. Materials and Design, 32(4), 2073–2084. doi:10.​1016/​j.​matdes.​2010.​11.​054.CrossRef
Zurück zum Zitat Mandache, C., Levesque, D., Dubourg, L., & Gougeon, P. (2012). Non-destructive detection of lack of penetration defects in friction stir welds. Science and Technology of Welding and Joining, 17(4), 295–303. doi:10.1179/1362171812Y.0000000007.CrossRef Mandache, C., Levesque, D., Dubourg, L., & Gougeon, P. (2012). Non-destructive detection of lack of penetration defects in friction stir welds. Science and Technology of Welding and Joining, 17(4), 295–303. doi:10.​1179/​1362171812Y.​0000000007.CrossRef
Zurück zum Zitat Ranjan, R., Khan, A. R., Parikh, C., Jain, R., Mahto, R. P., Pal, S., et al. (2016). Classification and identification of surface defects in friction stir welding: An image processing approach. Journal of Manufacturing Processes, 22, 237–253. doi:10.1016/j.jmapro.2016.03.009.CrossRef Ranjan, R., Khan, A. R., Parikh, C., Jain, R., Mahto, R. P., Pal, S., et al. (2016). Classification and identification of surface defects in friction stir welding: An image processing approach. Journal of Manufacturing Processes, 22, 237–253. doi:10.​1016/​j.​jmapro.​2016.​03.​009.CrossRef
Zurück zum Zitat Saeid, T., Abdollah-zadeh, A., & Sazgari, B. (2010). Weldability and mechanical properties of dissimilar aluminum-copper lap joints made by friction stir welding. Journal of Alloys and Compounds, 490(1–2), 652–655. doi:10.1016/j.jallcom.2009.10.127.CrossRef Saeid, T., Abdollah-zadeh, A., & Sazgari, B. (2010). Weldability and mechanical properties of dissimilar aluminum-copper lap joints made by friction stir welding. Journal of Alloys and Compounds, 490(1–2), 652–655. doi:10.​1016/​j.​jallcom.​2009.​10.​127.CrossRef
Zurück zum Zitat Saravanan, T., Das, H., Arunmuthu, K., Philip, J., Rao, B. P. C., Jayakumar, T., et al. (2014). Evaluation of dissimilar friction stir lap joints using digital X-ray radiography. Science and Technology of Welding and Joining, 19(2), 125–132. doi:10.1179/1362171813Y.0000000172.CrossRef Saravanan, T., Das, H., Arunmuthu, K., Philip, J., Rao, B. P. C., Jayakumar, T., et al. (2014). Evaluation of dissimilar friction stir lap joints using digital X-ray radiography. Science and Technology of Welding and Joining, 19(2), 125–132. doi:10.​1179/​1362171813Y.​0000000172.CrossRef
Zurück zum Zitat Soundararajan, V., Atharifar, H., & Kovacevic, R. (2006). Monitoring and processing the acoustic emission signals from the friction-stir-welding process. Proceedings of the Institution of Mechanical Engineers Part B-Journal of Engineering Manufacture, 220(10), 1673–1685. doi:10.1243/09544054JEM586.CrossRef Soundararajan, V., Atharifar, H., & Kovacevic, R. (2006). Monitoring and processing the acoustic emission signals from the friction-stir-welding process. Proceedings of the Institution of Mechanical Engineers Part B-Journal of Engineering Manufacture, 220(10), 1673–1685. doi:10.​1243/​09544054JEM586.CrossRef
Zurück zum Zitat Stournaras, A., Stavropoulos, P., Salonitis, K., & Chryssolouris, G. (2009). An investigation of quality in CO2 laser cutting of aluminum. CIRP Journal of Manufacturing Science and Technology, 2(1), 61–69. doi:10.1016/j.cirpj.2009.08.005.CrossRef Stournaras, A., Stavropoulos, P., Salonitis, K., & Chryssolouris, G. (2009). An investigation of quality in CO2 laser cutting of aluminum. CIRP Journal of Manufacturing Science and Technology, 2(1), 61–69. doi:10.​1016/​j.​cirpj.​2009.​08.​005.CrossRef
Zurück zum Zitat Thomas, W., Nicholas, E., Needham, J., Murch, M., Temple, S. P., & Dawes, C. (1991). International patent application no. PCT/GB92/02203 and GB patent application number 9125978.9. Thomas, W., Nicholas, E., Needham, J., Murch, M., Temple, S. P., & Dawes, C. (1991). International patent application no. PCT/GB92/02203 and GB patent application number 9125978.9.
Metadaten
Titel
Defect identification in friction stir welding using continuous wavelet transform
verfasst von
Shilpi Kumari
Rahul Jain
Ujjwal Kumar
Inderjeet Yadav
Nitin Ranjan
Kanchan Kumari
Ram Kumar Kesharwani
Sachin Kumar
Srikanta Pal
Surjya K. Pal
Debashish Chakravarty
Publikationsdatum
17.09.2016
Verlag
Springer US
Erschienen in
Journal of Intelligent Manufacturing / Ausgabe 2/2019
Print ISSN: 0956-5515
Elektronische ISSN: 1572-8145
DOI
https://doi.org/10.1007/s10845-016-1259-1

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