Yinhao Zhu, Nicholas Zabaras, Phaedon-Stelios Koutsourelakis, Paris Perdikaris. Physics-constrained deep learning for high-dimensional surrogate modeling and uncertainty quantification without labeled data. J. Comput. Physics, 394:56-81, 2019. [doi]
@article{ZhuZKP19,
title = {Physics-constrained deep learning for high-dimensional surrogate modeling and uncertainty quantification without labeled data},
author = {Yinhao Zhu and Nicholas Zabaras and Phaedon-Stelios Koutsourelakis and Paris Perdikaris},
year = {2019},
doi = {10.1016/j.jcp.2019.05.024},
url = {https://doi.org/10.1016/j.jcp.2019.05.024},
researchr = {https://researchr.org/publication/ZhuZKP19},
cites = {0},
citedby = {0},
journal = {J. Comput. Physics},
volume = {394},
pages = {56-81},
}