Stochastic response of the laminar flow past a flat plate under uncertain inflow conditions

The present study aims at analysing the sensitivity of two-dimensional flow past a flat plate to uncertain inflow conditions in the laminar flow regime. Both the Reynolds number and angle of incidence are treated as random inflow variables. The methodology consists of a stochastic collocation method based on generalised polynomial chaos (gPC) theory coupled with standard deterministic numerical simulations. With respect to the two random inputs, sensitivity analysis of global integral parameters such as Strouhal number, drag and lift coefficients and the time-averaged flow fields is performed, resulting in the construction of their response surfaces. The stochastic response of the full spectrum of the drag coefficient is also obtained. It is noticed that integral parameters are sensitive to the two random parameters. There is a peak in the probability density function (PDF) of mean drag coefficient. Two additional high frequencies are predicted in the spectrum of drag coefficients. They are about two and four times the primary vortex shedding frequency respectively, corresponding to first and second harmonics of the primary frequency. For the flow fields, the analysis demonstrates that the most probable solutions are significantly different from the deterministic ones and the solution sensitivity is localised near the regions transitioned to large scale fluid structure movements. Non-linear coupling between the two uncertainties is also studied thanks to the Sobol's decomposition. The angle of incidence is found to be the most influential variable to the mean flow fields.

[1]  Peter Richards,et al.  Cross-flow pressure measurement on a 2D square cylinder , 2001 .

[2]  S. Camarri,et al.  Structural sensitivity of the secondary instability in the wake of a circular cylinder , 2010, Journal of Fluid Mechanics.

[3]  G. Evans Practical Numerical Integration , 1993 .

[4]  T. Nomura,et al.  A transient solution method for the finite element incompressible Navier‐Stokes equations , 1985 .

[5]  Surya Pratap Vanka,et al.  Effects of intrinsic three-dimensionality on the drag characteristics of a normal flat plate , 1995 .

[6]  E. Jaynes Information Theory and Statistical Mechanics , 1957 .

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

[8]  Luca Bruno,et al.  Stochastic aerodynamics and aeroelasticity of a flat plate via generalised Polynomial Chaos , 2009 .

[9]  O. L. Maître,et al.  Spectral Methods for Uncertainty Quantification: With Applications to Computational Fluid Dynamics , 2010 .

[10]  Dominique Pelletier,et al.  A sensitivity equation method for fast evaluation of nearby flows and uncertainty analysis for shape parameters , 2006 .

[11]  G. Sheard,et al.  Cylinders with square cross-section: wake instabilities with incidence angle variation , 2009, Journal of Fluid Mechanics.

[12]  Andreas Keese,et al.  Numerical Solution of Systems with Stochastic Uncertainties : A General Purpose Framework for Stochastic Finite Elements , 2004 .

[13]  F. Archambeau,et al.  Code Saturne: A Finite Volume Code for the computation of turbulent incompressible flows - Industrial Applications , 2004 .

[14]  M. Thompson,et al.  Predicted low frequency structures in the wake of elliptical cylinders , 2004 .

[15]  Arun K. Saha,et al.  Far-wake characteristics of two-dimensional flow past a normal flat plate , 2007 .

[16]  David Surry,et al.  Fluctuating pressures on models of tall buildings , 1995 .

[17]  Haecheon Choi,et al.  CONTROL OF FLOW OVER A BLUFF BODY , 2008, Proceeding of Fifth International Symposium on Turbulence and Shear Flow Phenomena.

[18]  Lars Davidson,et al.  Low-Reynolds-number flow around a square cylinder at incidence: study of blockage, onset of vortex shedding and outlet boundary condition , 1998 .

[19]  C. Williamson Vortex Dynamics in the Cylinder Wake , 1996 .

[20]  M. Sahin,et al.  A numerical investigation of wall effects up to high blockage ratios on two-dimensional flow past a confined circular cylinder , 2004 .

[21]  D. Pelletier,et al.  A continuous shape sensitivity equation method for unsteady laminar flows , 2006 .

[22]  Kyung-Soo Yang,et al.  Numerical Study of Flow past a Square Cylinder with an Angle of Incidence , 2009 .

[23]  Pierre Sagaut,et al.  A gPC-based approach to uncertain transonic aerodynamics , 2010 .

[24]  Johan Meyers,et al.  Sensitivity analysis of large-eddy simulations to subgrid-scale-model parametric uncertainty using polynomial chaos , 2007, Journal of Fluid Mechanics.

[25]  Ilya M. Sobol,et al.  Sensitivity Estimates for Nonlinear Mathematical Models , 1993 .

[26]  Surya Pratap Vanka,et al.  Simulations of the unsteady separated flow past a normal flat plate , 1995 .

[27]  R. Ghanem,et al.  Stochastic Finite Elements: A Spectral Approach , 1990 .

[28]  Omar M. Knio,et al.  Spectral Methods for Uncertainty Quantification , 2010 .

[29]  S. Taneda,et al.  Unsteady Flow past a Flat Plate Normal to the Direction of Motion , 1971 .

[30]  S. Balachandar,et al.  Low-frequency unsteadiness in the wake of a normal flat plate , 1997, Journal of Fluid Mechanics.

[31]  G. J. Sheardb,et al.  On quasiperiodic and subharmonic Floquet wake instabilities , 2010 .

[32]  J. Chou,et al.  On low-frequency modulations and three-dimensionality in vortex shedding behind a normal plate , 2005, Journal of Fluid Mechanics.

[33]  O. L. Maître,et al.  Uncertainty propagation in CFD using polynomial chaos decomposition , 2006 .

[34]  Pierre Sagaut,et al.  Sensitivity of two-dimensional spatially developing mixing layers with respect to uncertain inflow conditions , 2008 .

[35]  Habib N. Najm,et al.  Uncertainty Quantification and Polynomial Chaos Techniques in Computational Fluid Dynamics , 2009 .

[36]  Sigal Gottlieb,et al.  Spectral Methods , 2019, Numerical Methods for Diffusion Phenomena in Building Physics.

[37]  John M. Cimbala,et al.  Large structure in the far wakes of two-dimensional bluff bodies , 1988, Journal of Fluid Mechanics.

[38]  Jean-François Beaudoin,et al.  Drag reduction of a bluff body using adaptive control methods , 2006 .

[39]  N. Wiener The Homogeneous Chaos , 1938 .