Reduced-Order Microstructure-Sensitive Models for Damage Initiation in Two-Phase Composites
Montes de Oca Zapiain, David, Popova, Evdokia, Abdeljawad, Fadi, Foulk, James W., Kalidindi, Surya R., Lim, Hojun
Published in Integrating materials and manufacturing innovation (01.09.2018)
Published in Integrating materials and manufacturing innovation (01.09.2018)
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Journal Article
Microscopic and Macroscopic Characterization of Grain Boundary Energy and Strength in Silicon Carbide via Machine-Learning Techniques
Guziewski, Matthew, Montes de Oca Zapiain, David, Dingreville, Rémi, Coleman, Shawn P
Published in ACS applied materials & interfaces (20.01.2021)
Published in ACS applied materials & interfaces (20.01.2021)
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Journal Article
Investigating the orientation dependence of local fields around spherical defects using crystal plasticity simulations
Aragon, Nicole K., Rezwan, Aashique A., de Oca Zapiain, David Montes, Lim, Hojun
Published in Journal of materials research and technology (01.11.2024)
Published in Journal of materials research and technology (01.11.2024)
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Journal Article
Neural network ensembles and uncertainty estimation for predictions of inelastic mechanical deformation using a finite element method-neural network approach
Bergel, Guy L., Montes de Oca Zapiain, David, Romero, Vicente
Published in Data-Centric Engineering (Online) (01.01.2023)
Published in Data-Centric Engineering (Online) (01.01.2023)
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Journal Article
Predicting plastic anisotropy using crystal plasticity and Bayesian neural network surrogate models
Montes de Oca Zapiain, David, Lim, Hojun, Park, Taejoon, Pourboghrat, Farhang
Published in Materials science & engineering. A, Structural materials : properties, microstructure and processing (26.01.2022)
Published in Materials science & engineering. A, Structural materials : properties, microstructure and processing (26.01.2022)
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Journal Article
Development of a Deep Learning Model for Capturing Plastic Anisotropy–Texture Linkage
Park, Taejoon, Montes de Oca Zapiain, David, Pourboghrat, Farhang, Lim, Hojun
Published in JOM (1989) (01.12.2023)
Published in JOM (1989) (01.12.2023)
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Journal Article
Accelerating FEM-Based Corrosion Predictions Using Machine Learning
Montes de Oca Zapiain, David, Maestas, Demitri, Roop, Matthew, Noel, Philip, Melia, Michael, Katona, Ryan
Published in Journal of the Electrochemical Society (01.01.2024)
Published in Journal of the Electrochemical Society (01.01.2024)
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Journal Article
Calibration of thermal spray microstructure simulations using Bayesian optimization
Montes de Oca Zapiain, David, Tran, Anh, Moore, Nathan W., Rodgers, Theron M.
Published in Computational materials science (15.02.2024)
Published in Computational materials science (15.02.2024)
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Journal Article
Prediction of microscale plastic strain rate fields in two-phase composites subjected to an arbitrary macroscale strain rate using the materials knowledge system framework
Montes de Oca Zapiain, David, Popova, Evdokia, Kalidindi, Surya R.
Published in Acta materialia (01.12.2017)
Published in Acta materialia (01.12.2017)
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Journal Article
The multifaceted nature of uncertainty in structure-property linkage with crystal plasticity finite element model
Tran, Anh, Robbe, Pieterjan, Wildey, Tim, David Montes de Oca Zapiain, Lim, Hojun
Published in arXiv.org (26.01.2023)
Published in arXiv.org (26.01.2023)
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Paper
Journal Article
Accelerating FEM-Based Corrosion Predictions Using Machine Learning
Montes de Oca Zapiain, David, Maestas, Demitri, Roop, Matthew, Noel, Philip, Melia, Michael, Katona, Ryan
Published in Journal of the Electrochemical Society (22.01.2024)
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Published in Journal of the Electrochemical Society (22.01.2024)
Journal Article
Microscopic and Macroscopic Characterization of Grain Boundary Energy and Strength in Silicon Carbide via Machine-Learning Techniques
Guziewski, Matthew, Montes de Oca Zapiain, David, Dingreville, Rémi, Coleman, Shawn P.
Published in ACS applied materials & interfaces (07.01.2021)
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Published in ACS applied materials & interfaces (07.01.2021)
Journal Article