Damage detection in steel plates using discrete cosine transformation techniques and artificial neural network
Organized by School of Mechatronic Engineering (UniMAP) & co-organized by The Institution of Engineering Malaysia (IEM), 11th - 13th October 2009 at Batu Feringhi, Penang, Malaysia.
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Universiti Malaysia Perlis
2009
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my.unimap-73432014-09-02T07:34:10Z Damage detection in steel plates using discrete cosine transformation techniques and artificial neural network Paulraj, M.P. Mohd Shukry, Abdul Majid Sazali, Yaacob Mohd Hafiz, Fazalul Rahiman R Pranesh, Krishnan paul@unimap.edu.my Crack identification Steel plates Plates (Engineering) Structural analysis (Engineering) Vibration Neural network model Neural networks (Computer science) Organized by School of Mechatronic Engineering (UniMAP) & co-organized by The Institution of Engineering Malaysia (IEM), 11th - 13th October 2009 at Batu Feringhi, Penang, Malaysia. In this paper, a simple method for crack identification in steel plates based on the Frame Energy based Discrete Cosine Transformation [DCT] moments is presented. A simple experimental procedure is also proposed to measure the vibration at different positions of the steel plate. The plate is excited by an impulse signal and made to vibrate. Frame Energy based DCT moment features are then extracted from the vibration signals which are measured at different locations. A simple neural network model is developed, trained by Back Propagation (BP), to associate the frame energy based DCT moment features with the damage or undamaged locations of the steel plate. The effectiveness of the system is validated through simulation. 2009-11-18T08:11:13Z 2009-11-18T08:11:13Z 2009-10-11 Working Paper p.5B6 1 - 5B6 5 http://hdl.handle.net/123456789/7343 en Proceedings of the International Conference on Man-Machine Systems (ICoMMS 2009) Universiti Malaysia Perlis |
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Crack identification Steel plates Plates (Engineering) Structural analysis (Engineering) Vibration Neural network model Neural networks (Computer science) |
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Crack identification Steel plates Plates (Engineering) Structural analysis (Engineering) Vibration Neural network model Neural networks (Computer science) Paulraj, M.P. Mohd Shukry, Abdul Majid Sazali, Yaacob Mohd Hafiz, Fazalul Rahiman R Pranesh, Krishnan Damage detection in steel plates using discrete cosine transformation techniques and artificial neural network |
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Organized by School of Mechatronic Engineering (UniMAP) & co-organized by The Institution of Engineering Malaysia (IEM), 11th - 13th October 2009 at Batu Feringhi, Penang, Malaysia. |
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paul@unimap.edu.my |
author_facet |
paul@unimap.edu.my Paulraj, M.P. Mohd Shukry, Abdul Majid Sazali, Yaacob Mohd Hafiz, Fazalul Rahiman R Pranesh, Krishnan |
format |
Working Paper |
author |
Paulraj, M.P. Mohd Shukry, Abdul Majid Sazali, Yaacob Mohd Hafiz, Fazalul Rahiman R Pranesh, Krishnan |
author_sort |
Paulraj, M.P. |
title |
Damage detection in steel plates using discrete cosine transformation techniques and artificial neural network |
title_short |
Damage detection in steel plates using discrete cosine transformation techniques and artificial neural network |
title_full |
Damage detection in steel plates using discrete cosine transformation techniques and artificial neural network |
title_fullStr |
Damage detection in steel plates using discrete cosine transformation techniques and artificial neural network |
title_full_unstemmed |
Damage detection in steel plates using discrete cosine transformation techniques and artificial neural network |
title_sort |
damage detection in steel plates using discrete cosine transformation techniques and artificial neural network |
publisher |
Universiti Malaysia Perlis |
publishDate |
2009 |
url |
http://dspace.unimap.edu.my/xmlui/handle/123456789/7343 |
_version_ |
1643788784060334080 |