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.

Saved in:
Bibliographic Details
Main Authors: Paulraj, M.P., Mohd Shukry, Abdul Majid, Sazali, Yaacob, Mohd Hafiz, Fazalul Rahiman, R Pranesh, Krishnan
Other Authors: paul@unimap.edu.my
Format: Working Paper
Language:English
Published: Universiti Malaysia Perlis 2009
Subjects:
Online Access:http://dspace.unimap.edu.my/xmlui/handle/123456789/7343
Tags: Add Tag
No Tags, Be the first to tag this record!
Institution: Universiti Malaysia Perlis
Language: English
id my.unimap-7343
record_format dspace
spelling 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
institution Universiti Malaysia Perlis
building UniMAP Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Malaysia Perlis
content_source UniMAP Library Digital Repository
url_provider http://dspace.unimap.edu.my/
language English
topic Crack identification
Steel plates
Plates (Engineering)
Structural analysis (Engineering)
Vibration
Neural network model
Neural networks (Computer science)
spellingShingle 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
description 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.
author2 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