“…First-principles-driven controloriented models have been recently used to determine optimal open-loop (feedforward) actuator trajectories that achieve and sustain a desired q profile [10,11,12], and to design complementing closed-loop (feedback) control laws that add robustness against disturbances and model uncertainties. Several approaches have been recently proposed for first-principles-driven current profile feedback control [13,14,15,16,17,18,19] and some of them have been experimentally tested in DIII-D [20,21,22]. Data-driven modeling techniques such as linear system identification [23] emerge as an alternative to first-principles-driven modeling and have the potential to obtain low-complexity dynamic models.…”