Wind Farm Layout Optimization (WindFLO) : An advanced framework for fast wind farm analysis and optimization

被引:34
|
作者
Reddy, Sohail R. [1 ]
机构
[1] Ctr Computat Math, Naval Postgrad Sch, Dept Appl Math, Monterey, CA USA
关键词
Wind farm layout optimization; Turbine; Wind energy; Wake model; Wind farm modeling; GENETIC ALGORITHM; WAKE MODEL; TURBINES; DESIGN;
D O I
10.1016/j.apenergy.2020.115090
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
A new framework for Wind Farm Layout Optimization (WindFLO) is developed to accelerate the design of wind farms. The framework provides a large set of analytical wake models and wake superposition schemes. It is able to take into account terrain elevation and the ambient wind velocity profile. The schemes in the WindFLO model were validated against experimental data from a wind tunnel to within 1% relative error. A turbine rotor diameter and height dependent cost model was also developed using data from 250 different wind turbines. A land usage model was also developed using the convex hull approach. The framework was used to optimize a wind farm layout for maximum annual energy production using real wind farm terrain and conditions. The nonlinear optimization problem was solved using a robust Single-Objective Hybrid Optimizer. The wind farm layout and wind turbine (rotor diameter and tower height) were optimized and resulted in increased annual energy production, reduced cost and reduced land usage. The WindFLO framework is made publicly available to accelerate and advance the techniques for wind farm optimization.
引用
收藏
页数:13
相关论文
共 50 条
  • [1] Optimization of Wind Farm Layout
    Rasuo, Bosko P.
    Bengin, Aleksandar C.
    [J]. FME TRANSACTIONS, 2010, 38 (03): : 107 - 114
  • [2] Wind farm layout optimization
    Ruffle, R
    Harris, A
    [J]. WIND ENERGY CONVERSION 1996, 1997, : 427 - 432
  • [3] An Analytical Framework for Offshore Wind Farm Layout Optimization
    Lackner, Matthew
    Elkinton, Christopher
    [J]. WIND ENGINEERING, 2007, 31 (01) : 17 - 31
  • [4] Numericalanalysis of the wind farm layout optimization
    [J]. Tian, L. (blusius@126.com), 1600, Science Press (35):
  • [5] Wind Farm Layout Upgrade Optimization
    Abdulrahman, Mamdouh
    Wood, David
    [J]. ENERGIES, 2019, 12 (13)
  • [6] Wind farm layout optimization with uncertain wind condition
    Wen, Yi
    Song, Mengxuan
    Wang, Jun
    [J]. ENERGY CONVERSION AND MANAGEMENT, 2022, 256
  • [7] Application of an offshore wind farm layout optimization methodology at Middelgrunden wind farm
    Pillai, Ajit C.
    Chick, John
    Khorasanchi, Mandi
    Barbouchi, Sami
    Johanning, Lars
    [J]. OCEAN ENGINEERING, 2017, 139 : 287 - 297
  • [8] Wind Farm Layout Optimization with Loads Considerations
    Stanley, Andrew P. J.
    King, Jennifer
    Ning, Andrew
    [J]. NAWEA WINDTECH 2019, 2020, 1452
  • [9] Integrated wind farm layout and control optimization
    Pedersen, Mads M.
    Larsen, Gunner C.
    [J]. WIND ENERGY SCIENCE, 2020, 5 (04) : 1551 - 1566
  • [10] Algorithms for Offshore Wind Farm Layout Optimization
    Elkinton, Christopher
    Manwell, James
    McGowan, Jon
    [J]. WIND ENGINEERING, 2008, 32 (01) : 67 - 84