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Showing 1 to 1 of 1 for “"Finite element analysis acceleration"”.
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Application of data-driven neural networks to bio-inspired lattice design and prediction of multiphysics solution fields
… design and operating spaces, yet brute-force finite element workflows remain too slow for timely screening, inverse design, or process decisions. This study develops conventional deep neural networks and deep operator-learning surrogates that predict full temperature and stress fields from …