Short term wind speed forecasting for wind turbine applications using linear prediction method

被引:143
作者
Riahy, G. H. [1 ]
Abedi, M. [1 ]
机构
[1] Amir Kabir Univ Technol, Dept Elect Engn, Wind Energy Lab, Ctr Excellence Power Syst, Tehran 15914, Iran
关键词
wind energy; wind speed prediction; linear prediction;
D O I
10.1016/j.renene.2007.01.014
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
In this paper a new method, based on linear prediction, is proposed for wind speed forecasting. The method utilizes the 'linear prediction' method in conjunction with 'filtering' of the wind speed waveform. The filtering eliminates the undesired parts of the frequency spectrum (i.e. smoothing) of the measured wind speed which is less effective in an application, for example, in a wind energy conversion system. The linear prediction method is intuitively explained with some easy to follow case studies to clarify the complex underlying mathematics. For verification purposes, the proposed method is compared with real wind speed data based on experimental results. The results show the effectiveness of the linear prediction method. (c) 2007 Elsevier Ltd. All rights reserved.
引用
收藏
页码:35 / 41
页数:7
相关论文
共 15 条
[1]   Short-term forecasting of wind speed and related electrical power [J].
Alexiadis, MC ;
Dikopoulos, PS ;
Sahsamanoglou, HS ;
Manousaridis, IM .
SOLAR ENERGY, 1998, 63 (01) :61-68
[2]  
[Anonymous], 1994, WIND DIESEL SYSTEMS
[3]  
BEYER HG, 1988, P EUR COMM WIND EN C, P605
[4]  
BOSSANYI EA, 1985, P 7 BRIT WIND EN ASS, P219
[5]   USE OF TIME-SERIES ANALYSIS TO MODEL AND FORECAST WIND-SPEED [J].
HUANG, Z ;
CHALABI, ZS .
JOURNAL OF WIND ENGINEERING AND INDUSTRIAL AERODYNAMICS, 1995, 56 (2-3) :311-322
[6]  
IDIER J, 1998, IEEE T SIGNAL PROCES, V46
[7]  
LANG SW, 1979, P IEEE, V67
[8]   LINEAR PREDICTION - TUTORIAL REVIEW [J].
MAKHOUL, J .
PROCEEDINGS OF THE IEEE, 1975, 63 (04) :561-580
[9]   A neural networks approach for wind speed prediction [J].
Mohandes, MA ;
Rehman, S ;
Halawani, TO .
RENEWABLE ENERGY, 1998, 13 (03) :345-354
[10]   Predictive control of wind turbines in small power systems at high turbulent wind speeds [J].
Nanayakkara, N ;
Nakamura, M ;
Hatazaki, H .
CONTROL ENGINEERING PRACTICE, 1997, 5 (08) :1063-1069