Paul Mycek

Neural Network Preconditioning: A Case Study for the Solution of the Parametric Helmholtz Equation

This work presents a hybrid numerical approach for solving linear systems arising from the discretization of the two‐dimensional parametric Helmholtz equation. A convolutional neural network based on the U‐Net architecture is trained in a self‐supervised manner (i.e., without explicitly generating reference solutions...