A site-specific design of a fixed-pitch fixed-speed wind turbine blade for energy optimization using surrogate models

被引:18
作者
Carrasco, Arturo Del Valle [1 ]
Valles-Rosales, Delia J. [1 ]
Mendez, Luis C. [2 ]
Rodriguez, Manuel I. [2 ]
机构
[1] New Mexico State Univ, Dept Ind Engn, MSC 4230 ECIII,POB 30001, Las Cruces, NM 88003 USA
[2] Univ Autonoma Ciudad Juarez, Fac Ingn Ind, Av Del Charro,450 Nte, A-P1594-D, Juarez 32210, Mexico
关键词
BEM; Kriging; Optimization; HAWT; Wind energy; AERODYNAMIC PERFORMANCE; AIRFOILS; ROTOR;
D O I
10.1016/j.renene.2015.11.018
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
This work seeks to add a new approach to optimize a wind turbine blade's performance by implementing a surrogate model using the Kriging function with the chord, twist and the use of 3 different airfoils as design variables for the maximization of the Annual Energy Production. A combination of Genetic Algorithms and the SQP method for Local Search are used to exploit the model. A baseline design of the blade starts with a replica of the Phase VI blade utilized in a NASA-Ames experiment and a MatLab script utilizes the Blade Element Momentum Theory (BEM) for the aerodynamic analysis. Results show a 23% improvement in energy production by using this method. (C) 2015 Elsevier Ltd. All rights reserved.
引用
收藏
页码:112 / 119
页数:8
相关论文
共 31 条
  • [21] Minisci E., 2011, C EUROGEN SETT
  • [22] Mittal N., 2011, J URBAN ENV ENG, V5, P15
  • [23] PERFILIEV D, 2013, J ENERGY POWER ENG, V7, P1831
  • [24] Sacks J., 1989, Stat. Sci., V4, P409, DOI [DOI 10.1214/SS/1177012413, 10.1214/ss/1177012413]
  • [25] Modeling and simulation of the fixed-speed WECS (wind energy conversion system): Application to the Algerian Sahara area
    Saheb-Koussa, Djohra
    Haddadi, Mourad
    Belhamel, Maiouf
    Hadji, Seddik
    Nouredine, Said
    [J]. ENERGY, 2010, 35 (10) : 4116 - 4125
  • [26] Thresher R.W., 1998, Wind Energy, V1, P70
  • [27] Summary of the Delft University wind turbine dedicated airfoils
    Timmer, WA
    van Rooij, RPJOM
    [J]. JOURNAL OF SOLAR ENERGY ENGINEERING-TRANSACTIONS OF THE ASME, 2003, 125 (04): : 488 - 496
  • [28] U. DoE, 2008, 20 WIND EN 2030 INCR
  • [29] Energy yield of passive stall regulated fixed speed wind turbine with optimal rotor speed
    Venkatesh, G. C.
    Kulkarni, S. V.
    [J]. ELECTRIC POWER SYSTEMS RESEARCH, 2006, 76 (12) : 1019 - 1026
  • [30] Wiser R., 2014, 2012 WIND TECHN MARK