journal article·2026-10Open access

Sparse virtual wave thermography for nondestructive evaluation using orthogonal matching pursuit

Haolian Shi, Rocco Zito, Stefano Laureti, D.S. Citrin, Alexandre Locquet, Marco Ricci

Abstract

Active thermography suffers from depth-dependent blurring because heat transport is diffusive. The virtual wave concept (VWC) mitigates this limitation by transforming measured thermal transients into propagative, wave-like signals, enabling the use of established ultrasonic and radar imaging tools (e.g. synthetic-aperture focusing and time reversal). The VWC transformation, however, requires solving an ill-posed inverse problem and therefore relies on regularized inversion; ℓ 2 − and ℓ 1 -regularized solutions have been reported, with ℓ 1 typically providing sharper reconstructions at the expense of iterative optimization and parameter tuning. Here we introduce an ℓ 0 -regularized VWC inversion based on orthogonal matching pursuit (OMP). The proposed approach yields sparser, higher-contrast, and better-localized virtual-wave reconstructions than ℓ 1 regularization while maintaining a computational cost comparable to ℓ 2 regularization. We validated the method on COMSOL simulations and LED long-pulse experiments on a PMMA specimen with flat-bottom holes at multiple depths, demonstrating improved defect contrast and depth estimation suitable for real-time thermographic nondestructive evaluation.
Source: openalex_inverted_index · Quality: baseline

Research context

OpenAlex topics: Ultrasonics and Acoustic Wave Propagation · Thermography and Photoacoustic Techniques · Photoacoustic and Ultrasonic Imaging

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

References (62)

Show source-provided references
1. New features for delamination depth evaluation in carbon fiber reinforced plastic materials using eddy current pulse-compression thermography10.1016/j.ndteint.2018.12.010 ↗
2. Delamination detection in polymeric ablative materials using pulse-compression thermography and air-coupled ultrasound10.3390/s19092198 ↗
3. Estimation of thermal properties by active infrared thermography: a review10.1016/j.infrared.2025.106037 ↗
4. Detection of damage in composite materials by vibrothermography
5. Infrared imaging of defects heated by a sonic pulse10.1063/1.1150630 ↗
6. Brief review of vibrothermography and optical thermography for defect quantification in CFRP material10.3390/s25061847 ↗
7. Thermographic crack detection by eddy current excitation10.1080/10589750701447920 ↗
8. Pulsed eddy current thermography: system development and evaluation
9. Inductive thermography – review of a non-destructive inspection technique for surface crack detection10.1080/17686733.2024.2448049 ↗
10. A review of microwave thermography nondestructive testing and evaluation10.3390/s17051123 ↗
11. Latest advances in common signal processing of pulsed thermography for enhanced detectability: A review10.3390/app112412168 ↗
12. Pulsed phase thermography reviewed10.3166/qirt.1.47-70 ↗
13. Long pulse excitation thermographic non-destructive evaluation10.1016/j.ndteint.2017.01.003 ↗
14. Lock-in thermography for nondestructive evaluation of materials10.1016/S0035-3159(98)80047-0 ↗
15. Simultaneous multi-frequency lock-in thermography: A new flexible and effective active thermography scheme10.1016/j.ndteint.2024.103144 ↗
16. Pulse compression approach to infrared nondestructive characterization10.1063/1.2976673 ↗
17. A novel binary sequence modulation approach for thermal non-destructive testing and evaluation of glass fiber reinforced polymer10.1016/j.infrared.2025.105977 ↗
18. Pseudo-noise pulse-compression thermography: A powerful tool for time-domain thermography analysis10.1016/j.ndteint.2024.103218 ↗
19. Super-resolution thermographic imaging using blind structured illumination10.1063/1.4995410 ↗
20. Nondestructive thermographic detection of internal defects using pixel-pattern based laser excitation and photothermal super resolution reconstruction10.1038/s41598-023-30494-2 ↗
21. Defect detection of carbon fiber deflectors based on laser infrared thermography and experimental modal analysis10.1016/j.ymssp.2024.111763 ↗
22. Research of laser width variability in line laser infrared thermal wave inspection of CFRP laminates and defect reconstruction method for mobile detection10.1016/j.measurement.2024.116298 ↗
23. Flying spot thermography: Quantitative assessment of thermal diffusivity and crack width10.1063/1.5144972 ↗
24. Thickness evaluations for thin coatings using laser scanning thermography10.1016/j.ndteint.2023.102817 ↗
25. Limits of spatial resolution for thermography and other non-destructive imaging methods based on diffusion waves10.1007/s10765-013-1513-0 ↗
26. Thermodynamic limits of spatial resolution in active thermography10.1007/s10765-015-1890-7 ↗
27. Diffusion-compensated correlation analysis of frequency-modulated thermal signal for quantitative infrared thermography10.1016/j.ymssp.2023.110373 ↗
28. Optimization of thermal-wave radar thermography by transverse heat flow suppression technique for accurate defect detection of CFRP laminates
29. Thermal coherence tomography: Depth-resolved imaging in parabolic diffusion-wave fields using the thermal-wave radar10.1007/s10765-012-1285-y ↗
30. Lateral heat flux reduction using a lock-in thermography compensation method10.1038/s41598-023-44128-0 ↗
31. Laser excited super resolution thermal imaging for nondestructive inspection of internal defects10.1038/s41598-020-77979-y ↗
32. Three-dimensional thermographic imaging using a virtual wave concept
33. Li · 2000
34. Surfing virtual waves to thermal tomography: From model-to deep learning-based reconstructions10.1109/MSP.2021.3120978 ↗
35. Resolution enhancement in ultrasonic TOFD imaging by combining sparse deconvolution and synthetic aperture focusing technique (sparse-SAFT)10.1186/s10033-022-00768-3 ↗
36. Stratigraphic reconstruction from terahertz and ultrasonic signals by deconvolution: A review
37. Efficient defect reconstruction from temporal non-uniform pulsed thermography data using the virtual wave concept10.1016/j.ndteint.2024.103200 ↗
38. Three-dimensional defect reconstruction in carbon fiber-reinforced composites with temporally non-uniform pulsed thermography data10.1016/j.ndteint.2025.103363 ↗
39. Strang · 2022
40. L1-L2 optimization in signal and image processing10.1109/MSP.2010.936023 ↗
41. NP hardness of ℓ0 minimization problems: revision and extension to the non-negative setting
42. Tikhonov regularization and total least squares10.1137/S0895479897326432 ↗
43. Some tendencies in the tikhonov regularization of ill-posed problems.10.1515/156939406779768328 ↗
44. Photothermal image reconstruction in opaque media with virtual wave backpropagation10.1016/j.ndteint.2020.102239 ↗
45. Kumar A, Sahoo SK. A Review on Iterative Shrinkage Approach to Deconvolution Problem. In: 2021 international symposium of Asian control association on intelligent robotics and industrial automation. IRIA, 2021, p. 287–92.10.1109/IRIA53009.2021.9588673 ↗
46. The use of the L-curve in the regularization of discrete ill-posed problems10.1137/0914086 ↗
47. Iterative least-squares solutions of coupled sylvester matrix equations10.1016/j.sysconle.2004.06.008 ↗
48. Orthogonal matching pursuit: Recursive function approximation with applications to wavelet decomposition
49. Matching pursuits with time-frequency dictionaries10.1109/78.258082 ↗
50. Sparse signal representation and its applications in ultrasonic NDE10.1016/j.ultras.2011.10.001 ↗
51. An ultrasonic signal reconstruction algorithm of multilayer composites in non-destructive testing10.1016/j.apacoust.2021.108461 ↗
52. Terahertz nondestructive characterization of conformal coatings for microelectronics packaging10.1109/TCPMT.2023.3347298 ↗
53. Compressed sensing for wireless communications: Useful tips and tricks10.1109/COMST.2017.2664421 ↗
54. Greed is good: algorithmic results for sparse approximation10.1109/TIT.2004.834793 ↗
55. An analytical study of the pulsed thermography defect detection limit10.1063/1.4704684 ↗
56. Thermography-tomographic imaging: Integration of pulse compression thermography and virtual wave for physics-based learning
57. Compressive deconvolution in medical ultrasound imaging10.1109/TMI.2015.2493241 ↗
58. Ultrasound image deconvolution using fundamental and harmonic images10.1109/TUFFC.2020.3028166 ↗
59. An iterative thresholding algorithm for linear inverse problems with a sparsity constraint10.1002/cpa.20042 ↗
60. Fastmat: Efficient linear transforms in python10.1016/j.softx.2022.101013 ↗
61. A fast iterative shrinkage-thresholding algorithm for linear inverse problems10.1137/080716542 ↗
62. An interior-point method for large-scale ℓ1-regularized least squares10.1109/JSTSP.2007.910971 ↗