fatigue crack propagation 1machine learning integration 1mechanism ensembles 1multiscale simulation 1probabilistic modeling 1
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cond-mat.mtrl-sci2026
Materials Behavior as Mechanism Ensembles: A Probabilistic Framework for Emergent Behaviors
Brad L. Boyce, Mitchell A. Wood, Krishna Garikipati +16
The paper proposes a probabilistic framework that treats material behavior as an ensemble of competing mechanisms, using fatigue crack propagation as an example to show how mechani…
cond-mat.mtrl-sci2024
Advancing Simulations of Coupled Electron and Phonon Nonequilibrium Dynamics Using Adaptive and Multirate Time Integration
Jia Yao, Ivan Maliyov, David J. Gardner +2
Electronic structure calculations in the time domain provide a deeper understanding of nonequilibrium dynamics in materials. The real-time Boltzmann equation (rt-BTE), used in conj…