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Sparse wavefield reconstruction and defect indication in low-SNR laser ultrasonics using physics-informed neural networks

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Full-optical laser ultrasonics (LOU) provides broadband, non-contact wavefield measurements but is practically limited by low signal-to-noise ratios (SNR) and long scanning times. In these conditions, conventional interpolation and purely data-driven networks ... ...