Statistical time energy based damage detection in steel plates using artificial neural networks
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Institute of Electrical and Elctronics Engineering (IEEE)
2010
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| Online Access: | http://dspace.unimap.edu.my/xmlui/handle/123456789/8651 |
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my.unimap-86512010-08-13T05:45:32Z Statistical time energy based damage detection in steel plates using artificial neural networks Paulraj, Murugesa Pandiyan, Prof. Madya Mohd Shukri, Abdul Majid Sazali, Yaacob, Prof. Dr. Mohd Hafiz, Fazalul Rahiman Krishnan, R. P. Back propagation neural network Damage detection Time domain International Colloquium on Signal Processing and Its Applications (CSPA) Link to publisher's homepage at http://ieeexplore.ieee.org/ In this paper, a simple method for crack identification in steel plates based on statistical time energy is presented. A simple experimental procedure is also proposed to measure the vibration at different positions of a steel plate. The plate is excited by an impulse signal and made to vibrate; statistical features are then extracted from the vibration signals which are measured at different locations. These features are then used to develop a neural network model. A simple neural network model trained by back propagation algorithm is then developed based on the statistical time energy features to classify the damage location in a steel plate. The effectiveness of the system is validated through simulation. 2010-08-13T05:45:32Z 2010-08-13T05:45:32Z 2009-03-06 Working Paper p.33-36 978-1-4244-4150-1 http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=5069182 http://hdl.handle.net/123456789/8651 en Proceedings of the 5th International Colloquium on Signal Processing and Its Applications (CSPA) 2009 Institute of Electrical and Elctronics Engineering (IEEE) |
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English |
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Back propagation neural network Damage detection Time domain International Colloquium on Signal Processing and Its Applications (CSPA) |
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Back propagation neural network Damage detection Time domain International Colloquium on Signal Processing and Its Applications (CSPA) Paulraj, Murugesa Pandiyan, Prof. Madya Mohd Shukri, Abdul Majid Sazali, Yaacob, Prof. Dr. Mohd Hafiz, Fazalul Rahiman Krishnan, R. P. Statistical time energy based damage detection in steel plates using artificial neural networks |
| description |
Link to publisher's homepage at http://ieeexplore.ieee.org/ |
| format |
Working Paper |
| author |
Paulraj, Murugesa Pandiyan, Prof. Madya Mohd Shukri, Abdul Majid Sazali, Yaacob, Prof. Dr. Mohd Hafiz, Fazalul Rahiman Krishnan, R. P. |
| author_facet |
Paulraj, Murugesa Pandiyan, Prof. Madya Mohd Shukri, Abdul Majid Sazali, Yaacob, Prof. Dr. Mohd Hafiz, Fazalul Rahiman Krishnan, R. P. |
| author_sort |
Paulraj, Murugesa Pandiyan, Prof. Madya |
| title |
Statistical time energy based damage detection in steel plates using artificial neural networks |
| title_short |
Statistical time energy based damage detection in steel plates using artificial neural networks |
| title_full |
Statistical time energy based damage detection in steel plates using artificial neural networks |
| title_fullStr |
Statistical time energy based damage detection in steel plates using artificial neural networks |
| title_full_unstemmed |
Statistical time energy based damage detection in steel plates using artificial neural networks |
| title_sort |
statistical time energy based damage detection in steel plates using artificial neural networks |
| publisher |
Institute of Electrical and Elctronics Engineering (IEEE) |
| publishDate |
2010 |
| url |
http://dspace.unimap.edu.my/xmlui/handle/123456789/8651 |
| _version_ |
1643789248429555712 |