Respecting causality for training physics-informed neural networks
Author:
Funder
US Department of Energy
Air Force Office of Scientific Research
ARPA-E
Publisher
Elsevier BV
Reference64 articles.
1. Hidden fluid mechanics: Learning velocity and pressure fields from flow visualizations;Raissi;Science,2020
2. Uncovering turbulent plasma dynamics via deep learning from partial observations;Mathews;Phys. Rev. E,2021
3. Machine learning in cardiovascular flows modeling: Predicting arterial blood pressure from non-invasive 4D flow MRI data using physics-informed neural networks;Kissas;Comput. Methods Appl. Mech. Engrg.,2020
4. Systems biology informed deep learning for inferring parameters and hidden dynamics;Yazdani;PLoS Comput. Biol.,2020
5. Deep learning of free boundary and Stefan problems;Wang;J. Comput. Phys.,2021
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