A Galerkin-free model reduction approach for the Navier-Stokes equations

Galerkin projection of the Navier-Stokes equations on Proper Orthogonal Decomposition (POD) basis is predominantly used for model reduction in fluid dynamics. The robustness for changing operating conditions, numerical stability in long-term transient behavior and the pressure-term consideration are generally the main concerns of the Galerkin Reduced-Order Models (ROM). In this article, we present a novel procedure to construct an off-reference solution state by using an interpolated POD reduced basis. A linear interpolation of the POD reduced basis is performed by using two reference solution states. The POD basis functions are optimal in capturing the averaged flow energy. The energy dominant POD modes and corresponding base flow are interpolated according to the change in operating parameter. The solution state is readily built without performing the Galerkin projection of the Navier-Stokes equations on the reduced POD space modes as well as the following time-integration of the resulted Ordinary Differential Equations (ODE) to obtain the POD time coefficients. The proposed interpolation based approach is thus immune from the numerical issues associated with a standard POD-Galerkin ROM. In addition, a posteriori error estimate and a stability analysis of the obtained ROM solution are formulated. A detailed case study of the flow past a cylinder at low Reynolds numbers is considered for the demonstration of proposed method. The ROM results show good agreement with the high fidelity numerical flow simulation.

[1]  L. Sirovich Turbulence and the dynamics of coherent structures. I. Coherent structures , 1987 .

[2]  Stefan Volkwein,et al.  Galerkin Proper Orthogonal Decomposition Methods for a General Equation in Fluid Dynamics , 2002, SIAM J. Numer. Anal..

[3]  George Em Karniadakis,et al.  A low-dimensional model for simulating three-dimensional cylinder flow , 2002, Journal of Fluid Mechanics.

[4]  B. R. Noack,et al.  A low‐dimensional Galerkin method for the three‐dimensional flow around a circular cylinder , 1994 .

[5]  C. Allery,et al.  Proper Generalized Decomposition method for incompressible Navier-Stokes equations with a spectral discretization , 2013, Appl. Math. Comput..

[6]  D. Rempfer,et al.  On Low-Dimensional Galerkin Models for Fluid Flow , 2000 .

[7]  G. Karniadakis,et al.  Stability and accuracy of periodic flow solutions obtained by a POD-penalty method , 2005 .

[8]  R. Henderson,et al.  Three-dimensional Floquet stability analysis of the wake of a circular cylinder , 1996, Journal of Fluid Mechanics.

[9]  I. Mezić,et al.  Spectral analysis of nonlinear flows , 2009, Journal of Fluid Mechanics.

[10]  Gilead Tadmor,et al.  Generalized mean-field model of oscillatory flow using continuous mode interpolation , 2006 .

[11]  Stefan Volkwein,et al.  Galerkin proper orthogonal decomposition methods for parabolic problems , 2001, Numerische Mathematik.

[12]  R. Murray,et al.  Model reduction for compressible flows using POD and Galerkin projection , 2004 .

[13]  Charles-Henri Bruneau,et al.  Enablers for robust POD models , 2009, J. Comput. Phys..

[14]  James Demmel,et al.  Applied Numerical Linear Algebra , 1997 .

[15]  B. R. Noack,et al.  A hierarchy of low-dimensional models for the transient and post-transient cylinder wake , 2003, Journal of Fluid Mechanics.

[16]  L. Sirovich TURBULENCE AND THE DYNAMICS OF COHERENT STRUCTURES PART I : COHERENT STRUCTURES , 2016 .

[17]  Earl H. Dowell,et al.  Stabilization of projection-based reduced order models of the Navier–Stokes , 2012 .

[18]  Gilead Tadmor,et al.  Reduced-Order Modelling for Flow Control , 2013 .

[19]  R. Radespiel,et al.  Preconditioning Methods for Low-Speed Flows. , 1996 .

[20]  G. Karniadakis,et al.  A spectral viscosity method for correcting the long-term behavior of POD models , 2004 .

[21]  P. Schmid,et al.  Dynamic mode decomposition of numerical and experimental data , 2008, Journal of Fluid Mechanics.

[22]  Nadine Aubry,et al.  On The Hidden Beauty of the Proper Orthogonal Decomposition , 1991 .

[23]  Frank Thiele,et al.  Generalized Mean-Field Model for Flow Control Using a Continuous Mode Interpolation , 2006 .

[24]  Gianluigi Rozza,et al.  Model Order Reduction in Fluid Dynamics: Challenges and Perspectives , 2014 .

[25]  Bernd R. Noack,et al.  The need for a pressure-term representation in empirical Galerkin models of incompressible shear flows , 2005, Journal of Fluid Mechanics.

[26]  Nadine Aubry,et al.  The dynamics of coherent structures in the wall region of a turbulent boundary layer , 1988, Journal of Fluid Mechanics.

[27]  Daniel D. Joseph,et al.  Stability of fluid motions , 1976 .