The classification of material mechanical properties using non-destructive vibration technique
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| Language: | English |
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Institute of Electrical and Electronics Engineers (IEEE)
2011
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| Online Access: | http://dspace.unimap.edu.my/xmlui/handle/123456789/14061 |
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| Institution: | Universiti Malaysia Perlis |
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my.unimap-140612011-10-08T02:32:37Z The classification of material mechanical properties using non-destructive vibration technique Intan Maisarah, Abd Rahim Fauziah, Mat Sazali, Yaacob, Prof. Dr. Rakhmad, Arief Siregar umaisarah_138@yahoo.com fauziah@unimap.edu.my sazali22@yahoo.com rakhmadarief@gmail.com Frequency Response Function K-Nearest Neighbor Vibration analysis Vibration technique Link to publisher's homepage at http://ieeexplore.ieee.org/ This study is to develop a system of a non-destructive testing on the material to define the mechanical properties of material. The study focused on experimental and testing of the material mechanical properties using vibration technique. By applying vibration analysis and testing on the material, we could determine the natural frequencies, the damping ratio and mode shapes of the structure. However, in this study, we only considering the natural frequencies of the material as the input data needed for training. As an extension for the study, k-Nearest Neighbor classifier is developed to work as a system to classify the materials tested according to their mechanical properties. The result from the classification system shows that k-NN is giving the accuracy of 99.79783 % with the k value of 1. 2011-10-08T02:32:37Z 2011-10-08T02:32:37Z 2011-03-04 Working Paper p. 202-206 978-161284414-5 http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=5759873&tag=1 http://hdl.handle.net/123456789/14061 en Proceedings of the 7th International Colloquium on Signal Processing and Its Applications (CSPA 2011) Institute of Electrical and Electronics Engineers (IEEE) |
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| language |
English |
| topic |
Frequency Response Function K-Nearest Neighbor Vibration analysis Vibration technique |
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Frequency Response Function K-Nearest Neighbor Vibration analysis Vibration technique Intan Maisarah, Abd Rahim Fauziah, Mat Sazali, Yaacob, Prof. Dr. Rakhmad, Arief Siregar The classification of material mechanical properties using non-destructive vibration technique |
| description |
Link to publisher's homepage at http://ieeexplore.ieee.org/ |
| author2 |
umaisarah_138@yahoo.com |
| author_facet |
umaisarah_138@yahoo.com Intan Maisarah, Abd Rahim Fauziah, Mat Sazali, Yaacob, Prof. Dr. Rakhmad, Arief Siregar |
| format |
Working Paper |
| author |
Intan Maisarah, Abd Rahim Fauziah, Mat Sazali, Yaacob, Prof. Dr. Rakhmad, Arief Siregar |
| author_sort |
Intan Maisarah, Abd Rahim |
| title |
The classification of material mechanical properties using non-destructive vibration technique |
| title_short |
The classification of material mechanical properties using non-destructive vibration technique |
| title_full |
The classification of material mechanical properties using non-destructive vibration technique |
| title_fullStr |
The classification of material mechanical properties using non-destructive vibration technique |
| title_full_unstemmed |
The classification of material mechanical properties using non-destructive vibration technique |
| title_sort |
classification of material mechanical properties using non-destructive vibration technique |
| publisher |
Institute of Electrical and Electronics Engineers (IEEE) |
| publishDate |
2011 |
| url |
http://dspace.unimap.edu.my/xmlui/handle/123456789/14061 |
| _version_ |
1643791131513716736 |