selected publications

• academic article

  • Reduction of the shallow water system by an error aware POD-neural network method: Application to floodplain dynamics.  Computer Methods in Applied Mechanics and Engineering.  428:117094-117094. 2024

• blog posting

  • Spatially-Distributed Parameter Identification by Physics-Informed Neural Networks illustrated on the Shallow-Water Equations.  . 2024

• conference paper

  • Inverse Problems for Shallow-Water Equations solved by Physics-Informed Machine Learning methods.  . 2024
  • Hybrid AI based reduction of the shallow water system for flood plain simulations.  . 2024