STUDY OF FEATURE EXTRACTION METHOD IN ULTRASONIC PHASED ARRAY TESTING FOR LONG-DISTANCE PIPELINE

被引:0
作者
Li, Jian [1 ]
Zhan, Xianglin [1 ]
Chen, Shili [1 ]
Zeng, Zhoumo [1 ]
Jin, Shijiu [1 ]
Wang, Likun
Chen, Pengchao
机构
[1] Tianjin Univ, State Key Lab Precis Measuring Technol Instrument, Tianjin 300072, Peoples R China
来源
IPC2008: PROCEEDINGS OF THE ASME INTERNATIONAL PIPELINE CONFERENCE - 2008, VOL 2 | 2009年
关键词
Phased array; Ultrasonic; Nondestructive testing; Feature extraction; Pipeline;
D O I
暂无
中图分类号
TE [石油、天然气工业];
学科分类号
0820 ;
摘要
Though ultrasonic phased array technology is more efficient than traditional manual ultrasonic testing method, automatic flaw classification is a challenge and still hasn't been well solved. Whether the representative features can be extracted froth each type of ultrasonic flaw signal is a key to influencing the accuracy rate of automatic flaw classification. In this paper, second generation wavelet transform (SGWT) is proposed as a flaw feature extraction method, having the advantages of high computation speed, simple structure and occupying less memory. After introducing the principle of SGWT, the SGWT-based feature extraction algorithm is analyzed. Separability measure based on Euclidean distance is introduced as the evaluation criterion to assess flaw feature extraction performance. For comparison, first generation wavelet packet transform (WPT), a common feature extraction method, is also adopted to extract flaw feature. The experiment result is indicated that the classification performance of SGWT-based feature extraction algorithm is improved than WPT-based feature extraction algorithm, and the classification speed of the former is almost two times of the latter, which is valuable for automatic flaw detection and classification of pipeline girth weld.
引用
收藏
页码:297 / 300
页数:4
相关论文
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