Wavelet-Based Signal Processing Method for Detecting Ice Accretion on Wind Turbines

被引:29
作者
Saleh, S. A. [1 ]
Ahshan, R. [2 ]
Moloney, C. R. [2 ]
机构
[1] Univ New Brunswick, Dept Elect & Comp Engn, Fredericton, NB, Canada
[2] Mem Univ Newfoundland, Inst Marine, Sch Ocean Technol, St John, NF A1C 5R3, Canada
基金
加拿大自然科学与工程研究理事会;
关键词
Digital filters; poly-phase ac machines; real-time implementation; wavelet transforms; wind turbines;
D O I
10.1109/TSTE.2012.2194725
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
This paper presents the performances of a new method for detecting ice accumulation on wind turbines. The presented method is based on constructing a multiresolution analysis (MRA) to extract frequency components present in the electric currents flowing out of an electric generator driven by a wind turbine. The foundations of the proposed ice detection method are established based on the fact that ice accumulation leads to a slow increase in the wind turbine inertia, which triggers pulsations in the electromagnetic torque of the electric generator. Such torque pulsations create certain frequency components that can be extracted from the direct and quadrature components of the electric generator output currents. The Daubechies basis functions are selected for constructing the desired MRA that will extract the frequency components from the electric generator output currents. The MRA-based ice detection method is implemented for simulation and experimental testing for two types of electric generators driven by wind turbines. Simulation and experimental performances demonstrate significant capabilities for fast, accurate, and consistent detection of ice accumulation on wind turbines. Furthermore, these performance results show that the responses of the proposed method are insensitive to turbine specifications, wind speed, and/ or generator type.
引用
收藏
页码:585 / 597
页数:13
相关论文
共 26 条
[1]  
[Anonymous], 2001, 124942001 ISO
[2]   Power Electronics and Motor Drives Recent Progress and Perspective [J].
Bose, Bimal K. .
IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2009, 56 (02) :581-588
[3]   ICING ON A SMALL HORIZONTAL-AXIS WIND TURBINE .1. GLAZE ICE PROFILES [J].
BOSE, N .
JOURNAL OF WIND ENGINEERING AND INDUSTRIAL AERODYNAMICS, 1992, 45 (01) :75-85
[4]  
Bose N., 1992, ELSEVIER J WIND ENG, V45, P87
[5]   Control of a doubly fed induction wind generator under unbalanced grid voltage conditions [J].
Brekken, Ted K. A. ;
Mohan, Ned .
IEEE TRANSACTIONS ON ENERGY CONVERSION, 2007, 22 (01) :129-135
[6]   ON THE UNIFORM SAMPLING OF A SINUSOIDAL SIGNAL [J].
BROWN, JL .
IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 1988, 24 (01) :103-106
[7]   Hybrid Wavelet-PSO-ANFIS Approach for Short-Term Wind Power Forecasting in Portugal [J].
Catalao, J. P. S. ;
Pousinho, H. M. I. ;
Mendes, V. M. F. .
IEEE TRANSACTIONS ON SUSTAINABLE ENERGY, 2011, 2 (01) :50-59
[8]  
Dolan DSL, 2006, 2006 IEEE/PES POWER SYSTEMS CONFERENCE AND EXPOSITION. VOLS 1-5, P2050, DOI 10.1109/TEC.2006.874211
[9]  
Durstewitz M., 2004, P EUR WIND EN C EWEC
[10]  
Frohboese P., 2007, EUR WIND EN C EXH EW