A neural network approach for quantifying defects depth, for nondestructive testing thermograms

•Use of Neutral Network for defects depth detection from non-linear thermograms.•Dual approach of multiphysics simulation and experimental work validation.•Modeling heat flow in anisotropic composite using curvilinear coordinates.•Multilayer Neural Network training and setup for line-scan thermography.