AI/ML Advanced Materials
Graph Neural Network for Microstructure-Property Prediction
Turn microscope images into graphs and predict how strong the metal is
Represent alloy or composite microstructure images as graphs — with grains as nodes and boundaries as edges — and train a graph neural network to predict mechanical properties like yield strength and fatigue life. A research-grade application of geometric deep learning to materials science.
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