Multi-Fidelity Uncertainty Quantification: Application to a Vertical Axis Wind Turbine Under an Extreme Gust

Designing better vertical axis wind turbines (VAWTs) requires considering the uncertainwind conditions they operate in and quantifying the e ect of such uncertainties. We studythe e ect of an uncertain extreme gust on the maximum forces on the blades of the VAWT.The gust is parametrized by three random variables that control its location, length andamplitude. We propose a multi- delity approach to uncertainty quanti cation that usespolynomial chaos to create an approximation to the high- delity statistics via a correctionfunction based on the di erence between high and low- delity simulations. The multi- delity method provides accurate statistics on the maximum forces for a small numberof simulations and the multi- delity statistics are consistent with the high- delity (CFD)statistics. We developed a practical method to simulate a gust, that changes its magnitudein the ow direction, in a CFD solver by combining the eld velocity method (FVM) andthe geometric conservation law (GCL). The ability to study the e ect of the gust with thehigh- delity (CFD) solver is crucial as the low- delity (blade element/vortex lattice) solverunderestimates the e ect of the gust on the maximum forces.

[1]  You‐lin Xu,et al.  Large Eddy Simulation of Vertical Axis Wind Turbine in High Angle of Attack Flow , 2013 .

[2]  Daniella E. Raveh,et al.  Numerical Simulation and Reduced-Order Modeling of Airfoil Gust Response , 2005 .

[3]  H. F. Veldkamp,et al.  Chances in wind energy: A probalistic approach to wind turbine fatigue design , 2006 .

[4]  Koichi Watanabe,et al.  Numerical and experimental studies of airfoils suitable for Vertical Axis Wind Turbines and an application of wind-energy collecting structure for higher performance , 2006 .

[5]  Daniella E. Raveh,et al.  CFD-Based Models of Aerodynamic Gust Response , 2006 .

[6]  J. Batina Unsteady Euler airfoil solutions using unstructured dynamic meshes , 1989 .

[7]  Ann L Gaitonde,et al.  Reduced order modelling for aeroelastic aerofoil response to a gust , 2013 .

[8]  James D. Baeder,et al.  Indicial Aerodynamics in Compressible Flow-Direct Computational Fluid Dynamic Calculations , 1997 .

[9]  A. Jameson Time dependent calculations using multigrid, with applications to unsteady flows past airfoils and wings , 1991 .

[10]  James D. Baeder,et al.  Direct Calculation of Three-Dimensional Indicial Lift Response Using Computational Fluid Dynamics , 1997 .

[11]  A. Jameson,et al.  Numerical solution of the Euler equations by finite volume methods using Runge Kutta time stepping schemes , 1981 .

[12]  Frank Scheurich,et al.  Modelling the aerodynamics of vertical-axis wind turbines , 2011 .

[13]  Juan J. Alonso,et al.  Stanford University Unstructured (SU2): Analysis and Design Technology for Turbulent Flows , 2014 .

[14]  James Tangler,et al.  Wind Turbine Post-Stall Airfoil Performance Characteristics Guidelines for Blade-Element Momentum Methods: Preprint , 2005 .

[15]  Jonathan C. Murray,et al.  The development of CACTUS : a wind and marine turbine performance simulation code. , 2011 .

[16]  Mazharul Islam,et al.  Aerodynamic models for Darrieus-type straight-bladed vertical axis wind turbines , 2008 .

[17]  Gunner Chr. Larsen,et al.  Rational calibration of four IEC 61400‐1 extreme external conditions , 2008 .

[18]  Yozo Fujino,et al.  MC3 Wind Energy And Topography1 , 2006 .

[19]  Leo Wai-Tsun Ng,et al.  Multifidelity Uncertainty Quantification Using Non-Intrusive Polynomial Chaos and Stochastic Collocation , 2012 .

[20]  H. Elman,et al.  DESIGN UNDER UNCERTAINTY EMPLOYING STOCHASTIC EXPANSION METHODS , 2008 .

[21]  Jeroen A. S. Witteveen,et al.  Modeling Arbitrary Uncertainties Using Gram-Schmidt Polynomial Chaos , 2006 .

[22]  Robert E. Bartels,et al.  Development, Verification and Use of Gust Modeling in the NASA Computational Fluid Dynamics Code Fun3d , 2013 .

[23]  Thomas D. Economon,et al.  Stanford University Unstructured (SU 2 ): An open-source integrated computational environment for multi-physics simulation and design , 2013 .

[24]  Thomas Gerstner,et al.  Numerical integration using sparse grids , 2004, Numerical Algorithms.

[25]  Richard E. Brown,et al.  Simulating the aerodynamic performance and wake dynamics of a vertical‐axis wind turbine , 2011 .

[26]  Gene H. Golub,et al.  Calculation of Gauss quadrature rules , 1967, Milestones in Matrix Computation.

[27]  Charbel Farhat,et al.  The discrete geometric conservation law and the nonlinear stability of ALE schemes for the solution of flow problems on moving grids , 2001 .

[28]  Charbel Farhat,et al.  Geometric conservation laws for flow problems with moving boundaries and deformable meshes, and their impact on aeroelastic computations , 1996 .

[29]  A. Korobenko,et al.  Aerodynamic Simulation of Vertical-Axis Wind Turbines , 2014 .

[30]  Dongbin Xiu,et al.  The Wiener-Askey Polynomial Chaos for Stochastic Differential Equations , 2002, SIAM J. Sci. Comput..