Wind speed estimation based sensorless output maximization control for a wind turbine driving a DFIG

被引:246
作者
Qiao, Wei [1 ]
Zhou, Wei [2 ]
Aller, Jose M. [3 ]
Harley, Ronald G. [1 ]
机构
[1] Georgia Inst Technol, IPIC, Sch Elect & Comp Engn, Atlanta, GA 30332 USA
[2] Midwest Independent Transmiss Syst Operator, Carmel, IN 46032 USA
[3] Univ Simon Bolivar, Dept Convers & Transporte Energia, Caracas, Venezuela
基金
美国国家科学基金会;
关键词
doubly fed induction generator (DFIG); Gaussian radial basis function network (GRBFN); sensorless control; variable-speed wind turbine; wind speed estimation;
D O I
10.1109/TPEL.2008.921185
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
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 (I)FIG) 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 3.6 MW WTG system. In addition, the effectiveness of the proposed wind speed estimation algorithm is demonstrated by experimental studies on a small emulational WTG system.
引用
收藏
页码:1156 / 1169
页数:14
相关论文
共 26 条
[1]   Efficiency-optimized control of medium-size induction motor drives [J].
Abrahamsen, F ;
Blaabjerg, F ;
Pedersen, JK ;
Thoegersen, PB .
IEEE TRANSACTIONS ON INDUSTRY APPLICATIONS, 2001, 37 (06) :1761-1767
[2]  
AKHMATOV V, 2003, THESIS TU DENMARK LY
[3]   STABILITY SIMULATION OF WIND TURBINE SYSTEMS [J].
ANDERSON, PM ;
BOSE, A .
IEEE TRANSACTIONS ON POWER APPARATUS AND SYSTEMS, 1983, 102 (12) :3791-3795
[4]  
[Anonymous], 1122004 IEEE
[5]  
[Anonymous], 2003, PSCAD US GUID
[6]  
[Anonymous], 2000, THESIS AALBORG U AAL
[7]  
[Anonymous], 2000, VECTOR CONTROL DYNAM
[8]   Performance optimization for doubly fed wind power generation systems [J].
Bhowmik, S ;
Spée, R ;
Enslin, JHR .
IEEE TRANSACTIONS ON INDUSTRY APPLICATIONS, 1999, 35 (04) :949-958
[9]   POWER LOSSES IN PWM-VSI INVERTER USING NPT OR PT IGBT DEVICES [J].
BLAABJERG, F ;
JAEGER, U ;
MUNKNIELSEN, S ;
PEDERSEN, JK .
IEEE TRANSACTIONS ON POWER ELECTRONICS, 1995, 10 (03) :358-367
[10]   Variable-speed wind power generation using doubly fed wound rotor induction machine - A comparison with alternative schemes [J].
Datta, R ;
Ranganathan, VT .
IEEE TRANSACTIONS ON ENERGY CONVERSION, 2002, 17 (03) :414-421