Optimized design of wind turbine airfoil aerodynamic performance and structural strength based on surrogate model

被引:2
|
作者
Zhang, Qiang [1 ]
Miao, Weipao [1 ]
Liu, Qingsong [3 ]
Xu, Zifei [3 ]
Li, Chun [1 ,2 ]
Chang, Linsen [1 ]
Yue, Minnan [1 ]
机构
[1] Univ Shanghai Sci & Technol, Sch Energy & Power Engn, Shanghai 200093, Peoples R China
[2] Shanghai Key Lab Multiphase Flow & Heat Transfer P, Shanghai 200093, Peoples R China
[3] Liverpool John Moores Univ, Liverpool Logist Offshore & Marine LOOM Res Inst, Byrom St, Liverpool L3 3AF, England
基金
英国工程与自然科学研究理事会; 中国国家自然科学基金;
关键词
Wind turbine airfoil; Aerodynamic performance; Structural strength; Surrogate model; Optimization design; SHAPE OPTIMIZATION; GENETIC ALGORITHM; IMPROVE;
D O I
10.1016/j.oceaneng.2023.116279
中图分类号
U6 [水路运输]; P75 [海洋工程];
学科分类号
0814 ; 081505 ; 0824 ; 082401 ;
摘要
Though offshore wind turbines have great potential for applications in ocean energy harvesting, their subject to complex unsteady aerodynamic loads. To obtain wind turbine airfoils with both aerodynamic performance and structural strength, an airfoil optimization method was proposed by adding the torsion constant to the objective function under the premise of improving the lift-to-drag ratio. The optimization method characterizes the airfoil geometric profile by using Class/Shape function transformation (CST) parameterization. The airfoil aerodynamics and the structural properties were solved by the computational fluid dynamics (CFD) method and Matlab program, respectively. To reduce the number of CFD calculations, a Kriging surrogate model was established. The combination of an optimized Latin hypercube sampling method and expected improvement (EI) points infill criteria is to improve surrogate modeling efficiency. The NREL 5 MW wind turbine blade was used as the research object. The NACA64618 with 18% relative thickness, the DU91-W2-250 with 25% and the DU97-W350 with 35% were optimized by assigning different weights to aerodynamic and structural objectives based on airfoil position in the blade. The results showed that the aerodynamic performance of the optimized airfoils was improved. Subsequently, the three optimized airfoils were replaced in the same positions of the blade for lay-up design. The blade structural properties were calculated by finite element method (FEM) and it found that the blade torsion angle was reduced, which indicated that adding structural objectives in the airfoil optimization could enhance the blade structural performance.
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页数:22
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