Ikuti
Donovan Birky
Judul
Dikutip oleh
Dikutip oleh
Tahun
Predicting the dynamic response of a structure using an artificial neural network
D Birky, J Ladd, I Guardiola, A Young
Journal of Low Frequency Noise, Vibration and Active Control 41 (1), 182-195, 2022
72022
Generalizing the Gurson model using symbolic regression and transfer learning to relax inherent assumptions
D Birky, K Garbrecht, J Emery, C Alleman, G Bomarito, J Hochhalter
Modelling and Simulation in Materials Science and Engineering 31 (8), 085005, 2023
32023
Complementing a continuum thermodynamic approach to constitutive modeling with symbolic regression
K Garbrecht, D Birky, B Lester, J Emery, J Hochhalter
Journal of the Mechanics and Physics of Solids 181, 105472, 2023
22023
Interpretability and Generalizability of Constitutive Models using Symbolic Regression
J Hochhalter, K Garbrecht, D Birky, D Randall, B Phung, N Strauss, ...
153rd TMS Annual Meeting & Exhibition, 2024
2024
Uncertainty Quantification for Interpretable Constitutive Models using Genetic Programming based Symbolic Regression
D Birky, K Garbrecht, J Emery, C Alleman, B Lester, G Bomarito, M Buche, ...
17th US National Congress on Computational Mechanics (USNCCM17), 2023
2023
Physics-informed Machine Learning for Development of Interpretable, Improved Material Damage Models.
D Birky, K Garbrecht, D Randall, J Emery, C Alleman, B Lester, ...
Sandia National Lab.(SNL-NM), Albuquerque, NM (United States), 2022
2022
A Data-driven Approach for Improving the Existing Gurson Material Damage Model Using Genetic Programming for Symbolic Regression.
D Birky, J Zamora, J Emery, C Alleman, B Lester, J Hochhalter
Sandia National Lab.(SNL-NM), Albuquerque, NM (United States), 2022
2022
Physics-Informed Machine Learning for the Development of Microstructure-Sensitive Deformation and Damage Models in Engineering Applications.
J Zamora, D Birky, J Emery, C Alleman, B Lester, J Hochhalter
Sandia National Lab.(SNL-NM), Albuquerque, NM (United States); Sandia …, 2021
2021
Improved Plasticity and Damage Models By Symbolic Regression of Microscale Finite Element Simulations.
D Birky, J Zamora, J Emery, C Alleman, B Lester, G Bomarito, ...
Sandia National Lab.(SNL-NM), Albuquerque, NM (United States), 2021
2021
Efficient Clustering of the Dynamic Response of a Structure Subject to Impulse Loading
DK Birky, I Guardiola, A Young
AIAA Scitech 2021 Forum, 0307, 2021
2021
Applying genetic programming symbolic regression to solid mechanics
M Buche, C Hamel, A Su, H Narang, J Emery, C Alleman, B Lester, ...
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