Physics and equality constrained artificial neural networks: application to forward and inverse problems with multi-fidelity data fusion S Basir, I Senocak Journal of Computational Physics 463, 111301, 2022 | 50* | 2022 |
Critical investigation of failure modes in physics-informed neural networks S Basir, I Senocak AiAA SCITECH 2022 Forum, 2353, 2022 | 18 | 2022 |
Investigating and Mitigating Failure Modes in Physics-Informed Neural Networks (PINNs) B Shamsulhaq Communication in Computation Physics 33 (5), 1240-1269, 2023 | 16* | 2023 |
An adaptive augmented Lagrangian method for training physics and equality constrained artificial neural networks S Basir, I Senocak arXiv preprint arXiv:2306.04904, 2023 | 3 | 2023 |
A Generalized Schwarz-type Non-overlapping Domain Decomposition Method using Physics-constrained Neural Networks S Basir, I Senocak arXiv preprint arXiv:2307.12435, 2023 | 1 | 2023 |
Characterizing and Mitigating the Difficulty in Training Physics-informed Artificial Neural Networks under Pointwise Constraints S Basir, I Senocak arXiv preprint arXiv:2206.09321, 2022 | 1 | 2022 |
Mitigating Learning Complexity in Physics and Equality Constrained Artificial Neural Networks. S Basir, I Senocak arXiv preprint arXiv:2206.09321, 2022 | 1 | 2022 |
A Schwarz-type domain decomposition method for physics-constrained neural networks I Senocak Bulletin of the American Physical Society, 2023 | | 2023 |
Scientific Machine Learning for Transport Phenomena in Thermal and Fluid Sciences S Basir University of Pittsburgh, 2023 | | 2023 |
Physics-informed and Equality-constrained Artificial Neural Networks with Applications to Partial Differential Equations and Multi-fidelity Data Assimilation S Basir, I Senocak Bulletin of the American Physical Society, 2023 | | 2023 |
Efficient and Robust Training Strategies for Physics and Equality Constrained Artificial Neural Networks S Basir, I Senocak Bulletin of the American Physical Society, 2022 | | 2022 |
Parallel solution of Partial Differential Equations on Binarized Octrees S Basir, J Hasbestan, I Senocak Bulletin of the American Physical Society, 2021 | | 2021 |