Revised copula VAE-eigenvalue problem with updated loss function using MAC

Deep convolutional neural network to classify the origin of H2 leaks in a six-tank system

Implementation of Multi-Integral Importance Sampling for integration and for solving PDEs via the Deep Ritz method.

Variational autoencoder for damage identification in a floating offshore wind turbine using Gaussian mixtures and copulas to approximate the posterior distribution of the damage condition (2D)

Algorithms and pre-computed rules for exact numerical integration on 2D and 3D polynomial trunk spaces

PINNs & Deef Fourier Residal Benchmark (Keras Core) - JAX & TensorFlow. Benchmarking for efficient PDE solving with NN

An introductory course to neural networks and partial differential equations

Pieces of code for the experiments described in the manuscript "Optimizing Variational Physics-Informed Neural Networks Using Least Squares", available at https://arxiv.org/pdf/2407.20417.