A comprehensive review on wind turbine power curve modeling techniques

被引:347
作者
Lydia, M. [1 ]
Kumar, S. Suresh [2 ]
Selvakumar, A. Immanuel [1 ]
Kumar, G. Edwin Prem [3 ]
机构
[1] Karunya Univ, Dept Elect & Elect Engn, Coimbatore 641114, Tamil Nadu, India
[2] Dr NGP Inst Technol, Dept Elect & Commun Engn, Coimbatore 641048, Tamil Nadu, India
[3] Karunya Univ, Dept Informat Technol, Coimbatore 641114, Tamil Nadu, India
关键词
Modeling accuracy; Non-parametric modeling; Parametric modeling; Wind turbine power curve; ENERGY; OPTIMIZATION; ALGORITHMS;
D O I
10.1016/j.rser.2013.10.030
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
The wind turbine power curve shows the relationship between the wind turbine power and hub height wind speed. It essentially captures the wind turbine performance. Hence it plays an important role in condition monitoring and control of wind turbines. Power curves made available by the manufacturers help in estimating the wind energy potential in a candidate site. Accurate models of power curve serve as an important tool in wind power forecasting and aid in wind farm expansion. This paper presents an exhaustive overview on the need for modeling of wind turbine power curves and the different methodologies employed for the same. It also reviews in detail the parametric and non-parametric modeling techniques and critically evaluates them. The areas of further research have also been presented. (C) 2013 Elsevier Ltd. All rights reserved.
引用
收藏
页码:452 / 460
页数:9
相关论文
共 46 条
[1]  
Akdag SA, 2010, IREC 2010, P215
[2]   New method for estimating CF of pitch-regulated wind turbines [J].
Albadi, M. H. ;
El-Saadany, E. F. .
ELECTRIC POWER SYSTEMS RESEARCH, 2010, 80 (09) :1182-1188
[3]   Wind Turbines Capacity Factor Modeling-A Novel Approach [J].
Albadi, M. H. ;
El-Saadany, E. F. .
IEEE TRANSACTIONS ON POWER SYSTEMS, 2009, 24 (03) :1637-1638
[4]  
[Anonymous], 2002, CURV FITT TOLLB US M
[5]   Optimization methods applied to renewable and sustainable energy: A review [J].
Banos, R. ;
Manzano-Agugliaro, F. ;
Montoya, F. G. ;
Gil, C. ;
Alcayde, A. ;
Gomez, J. .
RENEWABLE & SUSTAINABLE ENERGY REVIEWS, 2011, 15 (04) :1753-1766
[6]   Review of power curve modelling for wind turbines [J].
Carrillo, C. ;
Obando Montano, A. F. ;
Cidras, J. ;
Diaz-Dorado, E. .
RENEWABLE & SUSTAINABLE ENERGY REVIEWS, 2013, 21 :572-581
[7]   Multi-objective optimization of a stand-alone hybrid renewable energy system by using evolutionary algorithms: A review [J].
Fadaee, M. ;
Radzi, M. A. M. .
RENEWABLE & SUSTAINABLE ENERGY REVIEWS, 2012, 16 (05) :3364-3369
[8]   Wind Turbine Condition Assessment Through Power Curve Copula Modeling [J].
Gill, Simon ;
Stephen, Bruce ;
Galloway, Stuart .
IEEE TRANSACTIONS ON SUSTAINABLE ENERGY, 2012, 3 (01) :94-101
[9]   How to improve the estimation of power curves for wind turbines [J].
Gottschall, Julia ;
Peinke, Joachim .
ENVIRONMENTAL RESEARCH LETTERS, 2008, 3 (01)
[10]  
Hammouda K, DESIGN, V625, P1