Elizabeth A. Holm

University of Michigan — United States

Materials Science · Physical Sciences

47h-index8.7kcitations259works1.42yr avg
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Research Topics

Microstructure and mechanical properties(88), Metallurgy and Material Forming(45), Machine Learning in Materials Science(36), Microstructure and Mechanical Properties of Steels(27), Theoretical and Computational Physics(23)

Publications259 total

On the Limits of Predictivity in Microstructural Evolution Simulations: Ensemble Simulations of Polycrystalline Grain Growth
Metallurgical and Materials Transactions A·2026Open Access
Combining multimodal fatigue fracture surface images for analysis with a CNN
Scientific Reports·2026Open Access
Few-Shot Segmentation of Complex Microstructures: Minimizing Training Images by Maximizing Representativeness and Diversity
SSRN Electronic Journal·2026Open Access
Mechanisms of shape evolution and rotation during crystal growth in cylindrical grains
Acta Materialia·2025
The Future of Artificial Intelligence and the Mathematical and Physical Sciences (AI+MPS)
arXiv (Cornell University)·2025Open Access
Mechanisms of Shape Evolution and Rotation during Crystal Growth in Cylindrical Grains
SSRN Electronic Journal·2025Open Access
Microscopy modality transfer of steel microstructures: Inferring scanning electron micrographs from optical microscopy using generative AI
Materials Characterization·2024· 5 citedOpen Access
Graph convolutional network for predicting abnormal grain growth in Monte Carlo simulations of microstructural evolution
Scientific Reports·2024· 2 citedOpen Access
Comparing molecular dynamics simulations of grain growth with experimental data
Scripta Materialia·2024· 10 cited
Graph convolutional network for predicting abnormal grain growth in Monte Carlo simulations of microstructural evolution
2024Open Access
Comparing Molecular Dynamics Simulations of Grain Growth with Experimental Data
SSRN Electronic Journal·2024Open Access
Kinetic and Equilibrium Shapes of Cylindrical Grain Boundaries
SSRN Electronic Journal·2024Open Access
Microscopy Modality Transfer of Steel Microstructures: Inferring Scanning Electron Micrographs from Optical Microscopy Using Generative Ai
SSRN Electronic Journal·2024· 1 citedOpen Access
Predicting fatigue crack growth metrics from fractographs: Towards fractography by computer vision
International Journal of Fatigue·2023· 16 cited
On the variability of grain boundary mobility in the isoconfigurational ensemble
Acta Materialia·2023· 3 cited
Extreme Abnormal Grain Growth: Connecting Mechanisms to Microstructural Outcomes
Annual Review of Materials Research·2023· 30 citedOpen Access
Exploring the trade-off between performance and annotation complexity in semantic segmentation
Engineering Applications of Artificial Intelligence·2023· 13 citedOpen Access
Parallel simulation via SPPARKS of on-lattice kinetic and Metropolis Monte Carlo models for materials processing
Modelling and Simulation in Materials Science and Engineering·2023· 47 citedOpen Access
Grain Boundary Migration in Polycrystals
Annual Review of Materials Research·2023· 52 citedOpen Access
Instance Segmentation for Occluded Particles
2023Open Access
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Frequent Co-authors

David L. Olmsted(10), Stephen M. Foiles(10), Brian DeCost(7), Corbett Chandler. Battaile(6), Anthony D. Rollett(5), David J. Srolovitz(5), Veena Tikare(5), Gregory S. Rohrer(4), Gregory N. Hassold(4), Steven J. Plimpton(3), M. Miodownik(3), Eric R. Homer(3), Ryan Cohn(2), Toby Francis(2), Thomas Edward Buchheit(2), Cristina García–Cardona(2), Kamal Choudhary(1), Chi Chen(1), Anubhav Jain(1), Francesca Tavazza(1)