A global-local damage localization and quantification approach in composite structures using ultrasonic guided waves and active infrared thermography

被引:12
|
作者
Balasubramaniam, Kaleeswaran [1 ,2 ]
Sikdar, Shirsendu [3 ]
Ziaja, Dominika [4 ]
Jurek, Michal [4 ]
Soman, Rohan [1 ,2 ]
Malinowski, Pawel [1 ,2 ]
机构
[1] Polish Acad Sci, Inst Fluid Flow Machinery, Fiszera 14 St, PL-80231 Gdansk, Poland
[2] Dept Mech Intelligent Struct, Fiszera 14 St, PL-80231 Gdansk, Poland
[3] Cardiff Univ, Cardiff Sch Engn, Queens Bldg, Cardiff CF24 3AA, Wales
[4] Rzeszow Univ Technol, Dept Struct Mech, Powstancow Warszawy 12, PL-35959 Rzeszow, Poland
关键词
structural health monitoring (SHM); guided waves; composite structure; impact damage; non-destructive testing (NDT); LEARNING APPROACH; SENSOR PLACEMENT; OPTIMIZATION; IMPACT;
D O I
10.1088/1361-665X/acb578
中图分类号
TH7 [仪器、仪表];
学科分类号
0804 ; 080401 ; 081102 ;
摘要
The paper emphasizes an effective quantification of hidden damage in composite structures using ultrasonic guided wave (GW) propagation-based structural health monitoring (SHM) and an artificial neural network (ANN) based active infrared thermography (IRT) analysis. In recent years, there has been increased interest in using a global-local approach for damage localization purposes. The global approach is mainly used in identifying the damage, while the local approach is quantifying. This paper presents a proof-of-study to use such a global-local approach in damage localization and quantification. The main novelties in this paper are the implementation of an improved SHM GW algorithm to localize the damages, a new pixel-based confusion matrix to quantify the size of the damage threshold, and a newly developed IRT-ANN algorithm to validate the damage quantification. From the SHM methodology, it is realized that only three sensors are sufficient to localize the damage, and an ANN- IRT imaging algorithm with only five hidden neurons in quantifying the damage. The robust SHM methods effectively identified, localized, and quantified the different damage dimensions against the non-destructive testing-IRT method in different composite structures.
引用
收藏
页数:20
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