DocumentCode :
1141651
Title :
Wind Speed Estimation Based Sensorless Output Maximization Control for a Wind Turbine Driving a DFIG
Author :
Qiao, Wei ; Zhou, Wei ; Aller, José M. ; Harley, Ronald G.
Author_Institution :
Sch. of Electr. & Comput. Eng., Georgia Inst. of Technol., Atlanta, GA
Volume :
23
Issue :
3
fYear :
2008
fDate :
5/1/2008 12:00:00 AM
Firstpage :
1156
Lastpage :
1169
Abstract :
This paper proposes a wind speed estimation based sensorless maximum wind power tracking control for variable-speed wind turbine generators (WTGs). A specific design of the proposed control algorithm for a wind turbine equipped with a doubly fed induction generator (DFIG) is presented. The aerodynamic characteristics of the wind turbine are approximated by a Gaussian radial basis function network based nonlinear input-output mapping. Based on this nonlinear mapping, the wind speed is estimated from the measured generator electrical output power while taking into account the power losses in the WTG and the dynamics of the WTG shaft system. The estimated wind speed is then used to determine the optimal DFIG rotor speed command for maximum wind power extraction. The DFIG speed controller is suitably designed to effectively damp the low-frequency torsional oscillations. The resulting WTG system delivers maximum electrical power to the grid with high efficiency and high reliability without mechanical anemometers. The validity of the proposed control algorithm is verified by simulation studies on a 3.6MW WTG system. In addition, the effectiveness of the proposed wind speed estimation algorithm is demonstrated by experimental studies on a small emulational WTG system.
Keywords :
aerodynamics; asynchronous generators; machine control; radial basis function networks; wind turbines; Gaussian radial basis function network; aerodynamic characteristics; control algorithm; doubly fed induction generator; nonlinear input-output mapping; power 3.6 MW; sensorless maximum wind power tracking control; sensorless output maximization control; variable-speed wind turbine generator; wind speed estimation; Doubly fed induction generator (DFIG); Gaussian radial basis function network (GRBFN); sensorless control; variable-speed wind turbine; wind speed estimation;
fLanguage :
English
Journal_Title :
Power Electronics, IEEE Transactions on
Publisher :
ieee
ISSN :
0885-8993
Type :
jour
DOI :
10.1109/TPEL.2008.921185
Filename :
4495554
Link To Document :
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