Learning processes by exploiting restricted domain knowledge is an important
task across a plethora of scientific areas, with more and more hybrid methods
combining data-driven and model-based approaches. However, while such hybrid
methods have been tested in various scientific applications, they have been
mostly tested on dynamical systems, with only limite