Learning Constitutive Relations from Indirect Observations Using Deep Neural Networks

Daniel Z. Huang, Kailai Xu, Charbel Farhat +1

We present a new approach for predictive modeling and its uncertainty quantification for mechanical systems, where coarse-grained models such as constitutive relations are derived…