Physics-Informed Machine Learning and Uncertainty Quantification for Mechanics of Heterogeneous Materials

B V S S Bharadwaja, Mohammad Amin Nabian, Bharatkumar Sharma +2

In this work, a model based on the Physics - Informed Neural Networks (PINNs) for solving elastic deformation of heterogeneous solids and associated Uncertainty Quantification (UQ)…