Title :
Extended Kalman filter used to estimate speed rotation for sensorless MPPT of wind conversion chain based on a PMSG
Author :
Echchaachouai, Amina ; El Hani, Soumia ; Hammouch, Ahmed ; Guedira, Said
Author_Institution :
ENSET, Mohammed V Univ., Rabat, Morocco
Abstract :
This paper presents an innovative method of determining the value of the optimum wind power employed to design a sensorless Maximum Power Point Tracking (MPPT) algorithm of a wind conversion chain with a Permanent Magnet Synchronous Generator (PMSG) using two estimators: the Extended Kalman Filter (EKF) to estimate rotation speed and the extremum seeking to estimate the coefficient including turbine parameters. The model of Wind Energy Conversion System (WECS) consists of a wind turbine, two-mass drive train, PMSG, and power converter supplying a DC load. The proposed method based on sensorless wind speed, air density and turbine parameters, generates the outputs to be used in the Field Oriented Control (FOC) requiring implementation of an active rectifier and also in the MPPT block. At first, we show the advantage of using a FOC of the PMSG. Then we describe the EKF and the extremum seeking method. Simulations on Matlab-Simulink can be found at the end of the paper, confirming the performance of the proposed approach.
Keywords :
Kalman filters; drives; machine vector control; maximum power point trackers; optimal control; permanent magnet generators; rectifiers; synchronous generators; wind power plants; wind turbines; DC load; EKF; FOC; Matlab-Simulink; WECS; active rectifier; air density; extended Kalman filter; extremum seeking method; field oriented control; maximum power point tracking; permanent magnet synchronous generator; power converter; sensorless MPPT algorithm; sensorless wind speed; speed rotation; turbine parameters; two-mass drive train; wind conversion chain; wind energy conversion system; wind power; wind turbine; Friction; Integrated circuits; Load modeling; Power measurement; Read only memory; Turbines; Wind power generation; Extended Kalman Filter; Extremum seeking; FOC; PMSG; Two-mass drive train; WECS; sensorless MPPT;
Conference_Titel :
Electrical and Information Technologies (ICEIT), 2015 International Conference on
Conference_Location :
Marrakech
Print_ISBN :
978-1-4799-7478-8
DOI :
10.1109/EITech.2015.7162989