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 | 7 | 2022 |
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 | 3 | 2023 |
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 | 2 | 2023 |
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, ... | | |