Shape optimization under uncertainty for rotor blades of horizontal axis wind turbines

被引:18
|
作者
Keshavarzzadeh, Vahid [1 ]
Ghanem, Roger G. [2 ]
Tortorelli, Daniel A. [1 ,3 ]
机构
[1] Univ Illinois, Dept Mech Sci & Engn, Urbana, IL 61801 USA
[2] Univ Southern Calif, Viterbi Sch Engn, Los Angeles, CA 90089 USA
[3] Lawrence Livermore Natl Lab, Ctr Design & Optimizat, Livermore, CA 94550 USA
关键词
Shape optimization under uncertainty; Blade element method; Polynomial chaos expansion; Reduced order models; Horizontal-axis wind turbine; RELIABILITY-BASED OPTIMIZATION; ROBUST TOPOLOGY OPTIMIZATION; DESIGN OPTIMIZATION; 3D SIMULATION;
D O I
10.1016/j.cma.2019.05.015
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
We present a computational framework for the shape optimization of a Horizontal-Axis Wind Turbine (HAWT) rotor blade under uncertainty. Our framework integrates aerodynamic simulations based on the blade element method which utilizes reduced order models of the blade structure and wind load with design sensitivity analysis and nonlinear programming. The wind velocity is modeled as a stochastic process to account for variations in time and space. An additional stochastic process accounts for uncertainties in the structural material properties. The uncertainty propagation is based on a non-intrusive polynomial chaos expansion that allows accurate estimation of stochastic performance metrics such as generated power and structural compliance. Sensitivities of cost and constraint functions with respect to shape parameters namely twist angles are computed with an efficient scheme to enable gradient based optimization. To demonstrate the effect of uncertainty, designs obtained from optimization under uncertainty are compared to those obtained from deterministic optimization. (C) 2019 Elsevier B.V. All rights reserved.
引用
收藏
页码:271 / 306
页数:36
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