Physics-constrained deep learning for high-dimensional surrogate modeling and uncertainty quantification without labeled data - researchr publication

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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]

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