For economic nonlinear model predictive control and dynamic real-time optimization fast accurate models are necessary. Consequently, the use of surrogate to mimic complex rigorous is increasingly coming into focus. systems, focus so far had been on identifying a system's behavior surrounding steady-state operation point. In this contribution, we propose novel methodology adaptively sample proce...