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cs.CE2025
Integrated physics-informed learning and resonance process signature for the prediction of fatigue crack growth for laser-fused alloys
Panayiotis Kousoulas, Rahul Sharma, Y. B. Guo
Fatigue behaviors of metal components by laser fusion suffer from scattering due to random geometrical defects (e.g., porosity, lack of fusion). Monitoring fatigue crack initiation…
cs.LG2025★ 2 cited
Computational, Data-Driven, and Physics-Informed Machine Learning Approaches for Microstructure Modeling in Metal Additive Manufacturing
D. Patel, R. Sharma, Y. B. Guo
Metal additive manufacturing enables unprecedented design freedom and the production of customized, complex components. However, the rapid melting and solidification dynamics inher…