articleJournal of Computational PhysicsMay 22, 2019GREEN OA

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

YZYinhao ZhuNZNicholas ZabarasPKPhaedon‐Stelios KoutsourelakisPPParis Perdikaris

University of Notre Dame · Technical University of Munich · +1 more institution

Indexed inarxivcrossref

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Keywords
  • Uncertainty quantification
  • Inverse problem
  • Surrogate model
  • Computer science
  • Artificial intelligence
  • Deep learning
  • Boltzmann machine
  • Conditional probability distribution
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