Sign coherence factor-based search algorithm for defect localization with laser generated Lamb waves

•Development of sign coherence factor based search algorithm for defect localization.•The characteristics in defect localization with compact array-based Lamb waves.•Searching scatterers with evolutionary strategy and clustering algorithm.•Defect localization by combining values of individuals gener...

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Published inMechanical systems and signal processing Vol. 173; p. 109010
Main Authors Chen, Honglei, Xu, Kailiang, Liu, Zenghua, Ta, Dean
Format Journal Article
LanguageEnglish
Published Berlin Elsevier Ltd 01.07.2022
Elsevier BV
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Online AccessGet full text
ISSN0888-3270
1096-1216
DOI10.1016/j.ymssp.2022.109010

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Abstract •Development of sign coherence factor based search algorithm for defect localization.•The characteristics in defect localization with compact array-based Lamb waves.•Searching scatterers with evolutionary strategy and clustering algorithm.•Defect localization by combining values of individuals generated by multiple components.•High-resolution imaging of defects with the SCF-based search algorithm. Techniques based on laser generated Lamb waves (LGLW) and compact array can realize far field, noncontact localization of defects in plate structures. Fully utilizing the information of LGLW signals is beneficial for improving the robustness and image contrast of the localization. However, the classical imaging algorithms are performed by mapping the signal parameters (amplitude, polar sign) into each discrete grid based on the time-of-flight principle. It is time consuming and the performance is sensitive to the frequency. In this study, a sign coherence factor (SCF)-based search algorithm is developed for defect localization with the LGLW signals. In the algorithm, the defect locations are identified by an adaptive search process of individual scatterer. The characteristics of defect localization with compact array-based Lamb waves are analyzed, including the statistical and diversity characteristics, lateral effect of temporal-spatial mapping trajectories. A mathematical model of the individual scatterer and its searching algorithm are designed by incorporating the signal sign with the characteristics. The evolutionary strategy and the clustering algorithm are combined to develop the search algorithm of the individuals in the imaging zone. The SCF of individuals kept based on the analysis with multiple frequencies of LGLW signals are added for high contrast and robustness defect imaging. Two full laser defect detection experiments were carried out to verify the effectiveness of the developed algorithm. Compared with the SCF algorithm, the developed SCF-based search algorithm shows better performance in improving the signal-to-noise ratio of images and its execution time is less affected by the number of discrete grids in the plate.
AbstractList Techniques based on laser generated Lamb waves (LGLW) and compact array can realize far field, noncontact localization of defects in plate structures. Fully utilizing the information of LGLW signals is beneficial for improving the robustness and image contrast of the localization. However, the classical imaging algorithms are performed by mapping the signal parameters (amplitude, polar sign) into each discrete grid based on the time-of-flight principle. It is time consuming and the performance is sensitive to the frequency. In this study, a sign coherence factor (SCF)-based search algorithm is developed for defect localization with the LGLW signals. In the algorithm, the defect locations are identified by an adaptive search process of individual scatterer. The characteristics of defect localization with compact array-based Lamb waves are analyzed, including the statistical and diversity characteristics, lateral effect of temporal-spatial mapping trajectories. A mathematical model of the individual scatterer and its searching algorithm are designed by incorporating the signal sign with the characteristics. The evolutionary strategy and the clustering algorithm are combined to develop the search algorithm of the individuals in the imaging zone. The SCF of individuals kept based on the analysis with multiple frequencies of LGLW signals are added for high contrast and robustness defect imaging. Two full laser defect detection experiments were carried out to verify the effectiveness of the developed algorithm. Compared with the SCF algorithm, the developed SCF-based search algorithm shows better performance in improving the signal-to-noise ratio of images and its execution time is less affected by the number of discrete grids in the plate.
•Development of sign coherence factor based search algorithm for defect localization.•The characteristics in defect localization with compact array-based Lamb waves.•Searching scatterers with evolutionary strategy and clustering algorithm.•Defect localization by combining values of individuals generated by multiple components.•High-resolution imaging of defects with the SCF-based search algorithm. Techniques based on laser generated Lamb waves (LGLW) and compact array can realize far field, noncontact localization of defects in plate structures. Fully utilizing the information of LGLW signals is beneficial for improving the robustness and image contrast of the localization. However, the classical imaging algorithms are performed by mapping the signal parameters (amplitude, polar sign) into each discrete grid based on the time-of-flight principle. It is time consuming and the performance is sensitive to the frequency. In this study, a sign coherence factor (SCF)-based search algorithm is developed for defect localization with the LGLW signals. In the algorithm, the defect locations are identified by an adaptive search process of individual scatterer. The characteristics of defect localization with compact array-based Lamb waves are analyzed, including the statistical and diversity characteristics, lateral effect of temporal-spatial mapping trajectories. A mathematical model of the individual scatterer and its searching algorithm are designed by incorporating the signal sign with the characteristics. The evolutionary strategy and the clustering algorithm are combined to develop the search algorithm of the individuals in the imaging zone. The SCF of individuals kept based on the analysis with multiple frequencies of LGLW signals are added for high contrast and robustness defect imaging. Two full laser defect detection experiments were carried out to verify the effectiveness of the developed algorithm. Compared with the SCF algorithm, the developed SCF-based search algorithm shows better performance in improving the signal-to-noise ratio of images and its execution time is less affected by the number of discrete grids in the plate.
ArticleNumber 109010
Author Liu, Zenghua
Ta, Dean
Xu, Kailiang
Chen, Honglei
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Keywords Lamb waves
Sign coherence factor
Laser ultrasound
Nondestructive testing
Defect localization
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Snippet •Development of sign coherence factor based search algorithm for defect localization.•The characteristics in defect localization with compact array-based Lamb...
Techniques based on laser generated Lamb waves (LGLW) and compact array can realize far field, noncontact localization of defects in plate structures. Fully...
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StartPage 109010
SubjectTerms Adaptive search techniques
Algorithms
Arrays
Clustering
Coherence
Defect localization
Far fields
Image contrast
Lamb waves
Laser ultrasound
Lasers
Localization
Mapping
Nondestructive testing
Robustness (mathematics)
Search algorithms
Search process
Sign coherence factor
Signal to noise ratio
Time of flight method
Title Sign coherence factor-based search algorithm for defect localization with laser generated Lamb waves
URI https://dx.doi.org/10.1016/j.ymssp.2022.109010
https://www.proquest.com/docview/2667855587
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