Neural Empirical Interpolation Method

This repository contains the numerical examples for "Neural Empirical Interpolation Method for Nonlinear Model Order Reduction." Each example is contained in its own folder:

• Solution Independent Function Approximation
• Solution Dependent Function Approximation
• Nonlinear Elliptic Physics-Informed Neural Network
• Q-Tensor Model of Liquid Crystals Finite Elements

Dependencies

For the liquid crystal example, the following are required:

• skfem

For all other examples, the following are required:

• FEniCS
• RBniCS
• MLniCS