An artificial neural network interpreter for transient thermography image data

被引:33
作者
Saintey, MB
Almond, DP
机构
[1] School of Materials Science, University of Bath, Bath BA2 7AY, Claverton Down
关键词
NDT; neural networks; thermography;
D O I
10.1016/S0963-8695(96)00071-0
中图分类号
TB3 [工程材料学];
学科分类号
0805 ; 080502 ;
摘要
It is shown that an artificial neural network can be used as an expert system to obtain details of defect size and depth from transient thermography data. The neural network was trained on a comprehensive range of finite difference modelling results and is shown to provide a simple means of interpreting practical experimental measurements. An assessment is given of the sensitivity of the method to likely uncertainties in experimental measurement. (C) 1997 Elsevier Science Ltd.
引用
收藏
页码:291 / 295
页数:5
相关论文
共 9 条
[1]   DEFECT SIZING BY TRANSIENT THERMOGRAPHY .1. AN ANALYTICAL TREATMENT [J].
ALMOND, DP ;
LAU, SK .
JOURNAL OF PHYSICS D-APPLIED PHYSICS, 1994, 27 (05) :1063-1069
[2]  
ALMOND DP, 1993, APPL PHYS, V62, P3569
[3]  
Hamzah AR, 1996, INSIGHT, V38, P167
[4]   A QUANTITATIVE-ANALYSIS OF PULSED VIDEO THERMOGRAPHY [J].
LAU, SK ;
ALMOND, DP ;
MILNE, JM .
NDT & E INTERNATIONAL, 1991, 24 (04) :195-202
[5]  
Milne J. M., 1985, P SOC PHOTO-OPT INS, V590, P293
[6]   THE NUMERICAL SOLUTION OF PARABOLIC AND ELLIPTIC DIFFERENTIAL EQUATIONS [J].
PEACEMAN, DW ;
RACHFORD, HH .
JOURNAL OF THE SOCIETY FOR INDUSTRIAL AND APPLIED MATHEMATICS, 1955, 3 (01) :28-41
[7]  
REYNOLDS WN, 1984, BJNDT JAN, P40
[8]   Defect sizing by transient thermography .2. A numerical treatment [J].
Saintey, MB ;
Almond, DP .
JOURNAL OF PHYSICS D-APPLIED PHYSICS, 1995, 28 (12) :2539-2546
[9]   THERMAL NONDESTRUCTIVE TESTING OF CARBON-EPOXY COMPOSITES - DETAILED ANALYSIS AND DATA-PROCESSING [J].
VAVILOV, V ;
MALDAGUE, X ;
DUFORT, B ;
ROBITAILLE, F ;
PICARD, J .
NDT & E INTERNATIONAL, 1993, 26 (02) :85-95