Badr Oulgiht

Deep Learning for Singular PDEs: A Weighted Neural Network Approach

We propose a deep learning framework for the numerical approximation of weakly singular semilinear elliptic equations subject to homogeneous Dirichlet boundary conditions and positivity constraints. These problems are challenging because the nonlinear source term becomes unbounded as the positive solution approaches ze...