2 papers
cond-mat.mtrl-sci2025
Microstructure sensitive recurrent neural network surrogate model of crystal plasticity
Michael D. Atkinson, Michael D. White, Adam J. Plowman +1
The development of next-generation structural materials for harsh environments requires rapid assessment of mechanical performance and its dependence on microstructure. While full-…
cond-mat.mtrl-sci2025
3D variational autoencoder for fingerprinting microstructure volume elements
Michael D. White, Michael D. Atkinson, Adam J. Plowman +1
Microstructure quantification is an important step towards establishing structure-property relationships in materials. Machine learning-based image processing methods have been sho…