TY - GEN
T1 - Adaptive Model Predictive Control of DFIG-based Wind Farm
T2 - 21th IEEE Workshop on Control and Modeling for Power Electronics, COMPEL 2020
AU - Rafiee, Zahra
AU - Heydari, Rasool
AU - Rafiee, Mansour
AU - Aghamohammadi, Mohammad Reza
AU - Rodriguez, Jose
AU - Blaabjerg, Frede
PY - 2020/11
Y1 - 2020/11
N2 - In this paper a new control strategy of doubly-fed induction generator based wind farms (DFIG-based WFs) is proposed. Since DFIG has an inherent nonlinear behaviour along with condition variant parameters, the system model cannot easily be extracted. Therefore, the conventional model predictive control (MPC) of DFIG-based WFs cannot perform accurately. In this paper a novel model-free adaptive MPC structure is presented to adaptively update the system model by utilizing model identification and auto-regressive moving average (AR-MAX) model, for each sampling time. Simulation results verify the performance of the proposed control structure of DFIG-based WFs compared to the conventional control strategies.
AB - In this paper a new control strategy of doubly-fed induction generator based wind farms (DFIG-based WFs) is proposed. Since DFIG has an inherent nonlinear behaviour along with condition variant parameters, the system model cannot easily be extracted. Therefore, the conventional model predictive control (MPC) of DFIG-based WFs cannot perform accurately. In this paper a novel model-free adaptive MPC structure is presented to adaptively update the system model by utilizing model identification and auto-regressive moving average (AR-MAX) model, for each sampling time. Simulation results verify the performance of the proposed control structure of DFIG-based WFs compared to the conventional control strategies.
KW - Adaptive model predictive control
KW - Doubly fed Induction Generator (DFIG)
KW - Auto-regressive–moving-average model (ARMAX)
U2 - 10.1109/COMPEL49091.2020.9265865
DO - 10.1109/COMPEL49091.2020.9265865
M3 - Article in proceeding
T3 - IEEE Workshop on Control and Modeling for Power Electronics (COMPEL)
SP - 1
EP - 6
BT - Proceedings of the 2020 IEEE 21st Workshop on Control and Modeling for Power Electronics (COMPEL)
PB - IEEE
Y2 - 9 November 2020 through 12 November 2020
ER -