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physics.comp-ph2025
Towards In-Situ Failure Assessment: Deep Learning on DIC Results for Laminated Composites
Amir Mohammad Mirzaei
Predicting fracture load in laminated composites with stress raisers is challenging due to complex failure mechanisms such as delamination, fibre breakage, and matrix cracking, whi…
physics.comp-ph2025
Stress, Strain, or Displacement? A Novel Machine Learning Based Framework to Predict Mixed Mode I/II Fracture Toughness
Amir Mohammad Mirzaei
Accurate prediction of fracture toughness under complex loading conditions, like mixed mode I/II, is essential for reliable failure assessment. This paper aims to develop a machine…