Ashwini Gupta

Deep learning driven framework for optimization of polycrystalline microstructures under competing strength requirements

Computational design of polycrystalline microstructures for enhanced mechanical performance requires repeated high-fidelity simulations over stochastic morphologies, rendering conventional crystal plasticity finite element (CPFE) approaches prohibitively expensive for optimization. Here, we develop a deep learning-driv...