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Machine learning materials physics: Multi-resolution neural networks learn the free energy and nonlinear elastic response of evolving microstructures

Materials ScienceFree EnergyEngineeringMultiscale MechanicsMechanicsMaterial SimulationApplied PhysicsMaterial ModelingNonlinear Elastic ResponseMaterials OptimizationMaterials PhysicsMaterial NonlinearitiesMechanics Of MaterialsMicrostructureMultiscale Modeling