Incipient Near Surface Cracks Characterization and Crack Size Estimation based on Jensen-Shannon Divergence and Wasserstein Distance

被引:0
作者
Zhang, Xiaoxia [1 ]
Wang, Chao [1 ]
Delpha, Claude [2 ]
Hu, Xusheng [1 ]
Xing, Xiaodong [1 ]
Guo, Chunhuan [3 ]
Meng, Jianwen [4 ]
Yang, Junjie [5 ]
机构
[1] Harbin Engn Univ, Coll Mech & Elect Engn, Harbin 150001, Peoples R China
[2] Univ Paris Saclay, Lab Signaux & Syst, CNRS, CentraleSupelec, F-91190 Gif Sur Yvette, France
[3] Harbin Engn Univ, Coll Mat Sci & Chem Engn, Key Lab Superlight Mat & Surface Technol, Minist Educ, Harbin 150001, Peoples R China
[4] Ecole Super Tech Aeronaut & Construction Automobil, Ecole Ingenieurs, F-78066 St Quentin en Yvelines, Yvelines, France
[5] CNRSCREATE, 1 Create Way, Singapore 138602, Singapore
关键词
Eddy current testing; Incipient cracks; Finite element method; Crack characterization; Crack size estimation; PRINCIPAL COMPONENT ANALYSIS; FEATURE-EXTRACTION; DIAGNOSIS;
D O I
10.1007/s10921-024-01105-5
中图分类号
TB3 [工程材料学];
学科分类号
0805 ; 080502 ;
摘要
This paper introduces a novel approach for characterizing and estimating the size of incipient cracks, employing Jensen-Shannon divergence and Wasserstein distance for precise measurement. A novel signal correction method is proposed and coupled with Finite Element Modeling can extend the experimental data. The method is verified to accurately quantify incipient cracks with areas as small as 0.02 mm2\documentclass[12pt]{minimal} \usepackage{amsmath} \usepackage{wasysym} \usepackage{amsfonts} \usepackage{amssymb} \usepackage{amsbsy} \usepackage{mathrsfs} \usepackage{upgreek} \setlength{\oddsidemargin}{-69pt} \begin{document}$$<^>2$$\end{document}, with a maximum relative error of 3.5% in surface estimation, and accurately discern variations in crack sizes. This allows for more accurate predictions of crack dimensions crucial for structural health monitoring.
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页数:16
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