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cond-mat.mtrl-sci2023
An asynchronous parallel high-throughput model calibration framework for crystal plasticity finite element constitutive models
Anh Tran, Hojun Lim
Crystal plasticity finite element model (CPFEM) is a powerful numerical simulation in the integrated computational materials engineering (ICME) toolboxes that relates microstructur…
cond-mat.mtrl-sci2023
Multi-fidelity microstructure-induced uncertainty quantification by advanced Monte Carlo methods
Anh Tran, Pieterjan Robbe, Hojun Lim
Quantifying uncertainty associated with the microstructure variation of a material can be a computationally daunting task, especially when dealing with advanced constitutive models…
cond-mat.mtrl-sci2023
The multifaceted nature of uncertainty in structure-property linkage with crystal plasticity finite element model
Anh Tran, Pieterjan Robbe, Tim Wildey +2
Uncertainty quantification (UQ) plays a critical role in verifying and validating forward integrated computational materials engineering (ICME) models. Among numerous ICME models,…