ECO combines a strongly constrained equilibrium-compatibility U-Net with low-resolution supervision and a soft constitutive law to super-resolve micromechanical fields without high-resolution training simulations.
Continuum Scale Simulation of Engineering Materials: Fundamentals – Microstructures – Process Applications
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Equilibrium Conserving Neural Operators for Super-Resolution Learning
ECO combines a strongly constrained equilibrium-compatibility U-Net with low-resolution supervision and a soft constitutive law to super-resolve micromechanical fields without high-resolution training simulations.