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 Strain area_architectures dependency, identification, networks, neural parameter plastics rate reinforced topic_engineering yaff machine learning] URL

Lars Muschalski, Joanna Wollmann, Andreas Hornig, and Niels Modler. Steuerung von Compliant-Mechanismen durch Reinforcement Learning. GETRIEBETAGUNG 2022, 121, 2022. [PUMA: Compliant-Mechanismen Reinforcement Steuerung learning topic_engineering xack]

Martin Waltz, Ostap Okhrin, and Michael Schultz. Self-organized free-flight arrival for urban air mobility. Transportation Research Part C: Emerging Technologies, (167):104806, 2024. [PUMA: Urban air eVTOL learning mobility reinforcement topic_engineering yaff deep] URL

Fabian Hart, and Ostap Okhrin. Enhanced method for reinforcement learning based dynamic obstacle avoidance by assessment of collision risk. Neurocomputing, (568):127097, 2024. [PUMA: Collision Dynamic Reinforcement Training avoidance environment learning metric obstacle risk topic_engineering zno] URL

Fabian Hart, Ostap Okhrin, and Martin Treiber. Towards robust car-following based on deep reinforcement learning. Transportation Research Part C: Emerging Technologies, (159):104486, 2024. [PUMA: Car-following; Generalization; Reinforcement; String Validation; capabilities; model; stability topic_engineering yaff learning]