Publications

Johannes Gerritzen, Andreas Hornig, Peter Winkler, and Maik Gude. Direct parameter identification for highly nonlinear strain rate dependent constitutive models using machine learning. ECCM21 - Proceedings of the 21st European Conference on Composite Materials, (3):1252--1259, European Society for Composite Materials (ESCM), Jul 2, 2024. [PUMA: Convolutional Direct FIS_scads Fiber Machine Strain area_architectures dependency, identification, learning, networks, neural parameter plastics rate reinforced topic_engineering yaff] URL

Suryanarayana Maddu, Dominik Sturm, Bevan L. Cheeseman, Christian L. Müller, and Ivo F. Sbalzarini. Learning computable models from data. 1--6, 2021. [PUMA: Differential ENO-WENO, FIS_scads Neural Surrogate modeling networks, operators,]