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

Document Details

Document Type
Pub Defense Publication
Publication Date
Oct 01, 2019
Source ID
10.1016/j.jcp.2019.05.024

Entities

People

  • Nicholas Zabaras
  • Paris Perdikaris
  • Phaedon-Stelios Koutsourelakis
  • Yinhao Zhu

Organizations

  • Defense Advanced Research Projects Agency

Tags

Technology Areas

  • AI & ML
  • AI & ML - Bayesian Inference
  • AI & ML - Machine Learning Algorithms
  • AI & ML - Neural Networks