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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…