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Larissa Gomes Simão

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#graph neural networks Open access Sep 2026

Physics-Informed Machine Learning for Fatigue and Fracture Analysis and Prediction: A Scoping Review

Physics-Informed Machine Learning has emerged as a powerful paradigm for fatigue and fracture analysis, combining the data-driven flexibility of neural networks with the consistency of physical laws. This scoping review maps the extent, range, and nature of research on PIML applied to fatigue life prediction, crack gro...

Rogério Atem de Carvalho, Larissa Gomes Simão, Eduardo Atem de Carvalho · 0 citations

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