A cost effective development of an ultrasonic A-scans database for high-temperature hydrogen attack

被引:4
作者
Yamani, Ahmed [1 ]
机构
[1] King Fahd Univ Petr & Minerals, Dhahran 31261, Saudi Arabia
关键词
hydrogen attack; A-scan; database; classification; feature extraction;
D O I
10.1016/j.ndteint.2007.10.007
中图分类号
TB3 [工程材料学];
学科分类号
0805 ; 080502 ;
摘要
Successful application of the rich collection of classification algorithms to non-destructive testing signals depends heavily on the availability of adequate and representative sets of training examples, whose acquisition can often be very expensive and time consuming. In this paper, an out-of-service pressure vessel known to have lots of high-temperature hydrogen attack defects is used to develop in a cost effective manner a database of ultrasonic A-scan signals. To test how adequate and representative these sets of A-scan signals are, a basic feature extraction method coupled with a primitive classifier is shown to distinguish accurately the hydrogen attack from geometrically similar defects. (C) 2007 Elsevier Ltd. All rights reserved.
引用
收藏
页码:163 / 168
页数:6
相关论文
共 12 条
  • [1] ALIPPI A, 1987, NATO ASI SERIES E
  • [2] Alleyne DN, 2001, REV PROG Q, V557, P180, DOI 10.1063/1.1373757
  • [3] ALQADEEB FE, 2003, 5869 SAER
  • [4] A comparative study of pattern recognition algorithms for classification of ultrasonic signals
    Anastassopoulos, AA
    Nikolaidis, VN
    Philippidis, TP
    [J]. NEURAL COMPUTING & APPLICATIONS, 1999, 8 (01) : 53 - 66
  • [5] Birring AS, 2005, MATER EVAL, V63, P110
  • [6] ULTRASONIC-DETECTION OF HYDROGEN ATTACK IN STEELS
    BIRRING, AS
    BARTLETT, ML
    KAWANO, K
    [J]. CORROSION, 1989, 45 (03) : 259 - 263
  • [7] BIRRING AS, 1995, P ASME PRESS VESS PI
  • [8] DAUBY F, 2005, PIPELINE GAS J, V232, P44
  • [9] DAUBY F, 2005, PIPELINE GAS J, V232, P49
  • [10] An incremental learning algorithm with confidence estimation for automated identification of NDE signals
    Polikar, R
    Udpa, L
    Udpa, S
    Honavar, V
    [J]. IEEE TRANSACTIONS ON ULTRASONICS FERROELECTRICS AND FREQUENCY CONTROL, 2004, 51 (08) : 990 - 1001