A sensitivity equation method for fast evaluation of nearby flows and uncertainty analysis for shape parameters

This paper presents the application of the continuous sensitivity equation method (CSEM) to fast evaluation of nearby flows and to uncertainty analysis for shape parameters. The flow and sensitivity fields are solved using an adaptive finite-element method. A new approach is presented to extract accurate flow derivatives at the boundary, which are needed in the shape sensitivity boundary conditions. Boundary derivatives are evaluated via high order Taylor series expansions used in a constrained least-squares procedure. The proposed method is first applied to fast evaluation of nearby flows: the baseline flow and sensitivity fields around a NACA 0012 airfoil are used to predict the flow around airfoils with nearby shapes obtained by modifications of the thickness (NACA 0015), the angle of attack and the camber (NACA 4512). The method is then applied to evaluate the influence of geometrical uncertainties on the flow around a NACA 0012 airfoil.

[1]  Arthur C. Taylor,et al.  Approach for uncertainty propagation and robust design in CFD using sensitivity derivatives , 2001 .

[2]  D. Pelletier,et al.  a Continuous Sensitivity Equation Approach to Optimal Design in Mixed Convection , 1999 .

[3]  Joaquim R. R. A. Martins,et al.  AN AUTOMATED METHOD FOR SENSITIVITY ANALYSIS USING COMPLEX VARIABLES , 2000 .

[4]  O. C. Zienkiewicz,et al.  Adaptive remeshing for compressible flow computations , 1987 .

[5]  Dominique Pelletier,et al.  Adaptive Remeshing for the k-Epsilon Model of Turbulence , 1997 .

[6]  J. Peraire,et al.  Practical Three-Dimensional Aerodynamic Design and Optimization Using Unstructured Meshes , 1997 .

[7]  M. Giles,et al.  Algorithm Developments for Discrete Adjoint Methods , 2003 .

[8]  J. Z. Zhu,et al.  The superconvergent patch recovery and a posteriori error estimates. Part 2: Error estimates and adaptivity , 1992 .

[9]  Dominique Pelletier,et al.  Sensitivity and uncertainty analysis for variable property flows , 2001 .

[10]  Olivier Pironneau,et al.  Mesh adaption and automatic differentiation in a CAD-free framework for optimal shape design , 1999 .

[11]  Alain Dervieux,et al.  A hierarchical approach for shape optimization , 1994 .

[12]  P. A. Newman,et al.  Approach for uncertainty propagation and robust design in CFD using sensitivity derivatives , 2001 .

[13]  Jeff Borggaard,et al.  On Efficient Solutions to the Continuous Sensitivity Equation Using Automatic Differentiation , 2000, SIAM J. Sci. Comput..

[14]  Dominique Pelletier,et al.  Evaluation of Nearby Flows by a Shape Sensitivity Equation Method , 2005 .

[15]  W. K. Anderson,et al.  Aerodynamic design optimization on unstructured grids with a continuous adjoint formulation , 1997 .

[16]  Youssef Belhamadia,et al.  Anisotropic mesh adaptation for the solution of the Stefan problem , 2004 .

[17]  J. Z. Zhu,et al.  The superconvergent patch recovery and a posteriori error estimates. Part 1: The recovery technique , 1992 .

[18]  Antony Jameson,et al.  Optimum aerodynamic design using the Navier-Stokes equations , 1997 .

[19]  Paul E. Hamburger,et al.  On an automated method , 1966, ACM '66.

[20]  Holger R. Maier,et al.  Sensitivity and Uncertainty , 2008 .

[21]  Dominique Pelletier Adaptive finite element computations of complex flows , 1999 .