Our aim is to understand the physics of fluid dynamical problems, which represent a bottleneck in modern energy generating and propulsion systems (e.g. gas turbines, domestic boilers, rocket engines). Our research is based on high-fidelity numerical simulations of both fundamental and applied configurations. Based on the data, we derive models that break down the essential physics by theoretical or data-driven approaches.