Infrared-Induced Laser Shearography: Enhanced Multimodal Features Recognition for Interfacial Defects in SIR/GFRP Composite Structures
IEEE Transactions on Instrumentation and Measurement(2024)
Abstract
The detection capability of laser shearography has not been fully developed due to neglecting the overall dynamic deformation process. In this article, we propose an infrared-induced laser shearography (IILS) method for composite structure detection that captures dynamic deformation data and enhances detection performance through feature extraction. Based on the temperature-deformation connection theory, we investigate the relationship between the dynamic deformation process and defects through simulations and experiments, demonstrating that the dynamic process contains a wealth of defect information. Using feature extraction algorithms, we perform denoising and enhance imaging of the shearogram sequence. Applying tensor robust principal component analysis (TRPCA), we extract a low tubal rank tensor that captures the intrinsic deformations and performs additional feature extraction. We validate the benefits of the proposed TRPCA-based feature extraction method in image enhancement through visual observation and evaluation using parameters such as two-dimensional entropy (TDE), contrast, and signal-to-noise ratio (SNR). In conclusion, the dynamic deformation-based IILS method significantly enhances the detection capability, reliability, and stability of interferometric modality in the field of industrial non-destructive testing.
MoreTranslated text
Key words
Deformation,Speckle,Optical interferometry,Surface morphology,Mathematical models,Feature extraction,Optical surface waves,Dynamic deformation,feature extraction,infrared-induced laser shearography (IILS),non-destructive testing (NDT),tensor decomposition
AI Read Science
Must-Reading Tree
Example
![](https://originalfileserver.aminer.cn/sys/aminer/pubs/mrt_preview.jpeg)
Generate MRT to find the research sequence of this paper
Chat Paper
Summary is being generated by the instructions you defined