Universität zu Köln

Journal Article

Grimm, Viktor ORCID: 0000-0001-5300-3705, Heinlein, Alexander ORCID: 0000-0003-1578-8104, Klawonn, Axel ORCID: 0000-0003-4765-7387, Lanser, Martin and Weber, Janine ORCID: 0000-0002-6692-2230 (2022). ESTIMATING THE TIME-DEPENDENT CONTACT RATE OF SIR AND SEIR MODELS IN MATHEMATICAL EPIDEMIOLOGY USING PHYSICS-INFORMED NEURAL NETWORKS. Electron. Trans. Numer. Anal., 56. S. 1 - 28. KENT: KENT STATE UNIVERSITY. ISSN 1068-9613

Preprints, Working Papers or Reports

Grimm, Viktor ORCID: 0000-0001-5300-3705, Heinlein, Alexander ORCID: 0000-0003-1578-8104 and Klawonn, Axel ORCID: 0000-0003-4765-7387 (2022). A short note on solving partial differential equations using convolutional neural networks. Technical Report.

Thesis

Grimm, Viktor Hermann ORCID: 0000-0001-5300-3705 (2023). Physics-Aware Convolutional Neural Networks for Computational Fluid Dynamics. PhD thesis, Universität zu Köln.