Enablers for robust POD models

This paper focuses on improving the stability as well as the approximation properties of Reduced Order Models (ROM) based on Proper Orthogonal Decomposition (POD). The ROM is obtained by seeking a solution belonging to the POD subspace and that at the same time minimizes the Navier-Stokes residuals. We propose a modified ROM that directly incorporates the pressure term in the model. The ROM is then stabilized making use of a method based on the fine scale equations. An improvement of the POD solution subspace is performed thanks to an hybrid method that couples direct numerical simulations and reduced order model simulations. The methods proposed are tested on the two-dimensional confined square cylinder wake flow in laminar regime.

[1]  Michel L. Riethmuller,et al.  Post-processing of experimental and numerical data , 2002 .

[2]  P. Holmes,et al.  Turbulence, Coherent Structures, Dynamical Systems and Symmetry , 1996 .

[3]  Karen Willcox,et al.  Goal-oriented, model-constrained optimization for reduction of large-scale systems , 2007, J. Comput. Phys..

[4]  D. Henningson,et al.  Optimal growth, model reduction and control in a separated boundary-layer flow using global eigenmodes , 2007, Journal of Fluid Mechanics.

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

[6]  W. Cazemier,et al.  Proper orthogonal decomposition and low dimensional models for turbulent flows , 1997 .

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

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

[9]  P. Sagaut,et al.  Calibrated reduced-order POD-Galerkin system for fluid flow modelling , 2005 .

[10]  Stephen J. Wright,et al.  Numerical Optimization (Springer Series in Operations Research and Financial Engineering) , 2000 .

[11]  R. D. Prabhu,et al.  The influence of control on proper orthogonal decomposition of wall-bounded turbulent flows , 2001 .

[12]  S. Ravindran,et al.  A Reduced-Order Method for Simulation and Control of Fluid Flows , 1998 .

[13]  George Em Karniadakis,et al.  A Spectral Vanishing Viscosity Method for Large-Eddy Simulations , 2000 .

[14]  T. Hughes,et al.  Variational multiscale residual-based turbulence modeling for large eddy simulation of incompressible flows , 2007 .

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

[16]  Jean-Antoine Désidéri,et al.  Stability Properties of POD–Galerkin Approximations for the Compressible Navier–Stokes Equations , 2000 .

[17]  Max D. Gunzburger,et al.  Centroidal Voronoi Tessellation-Based Reduced-Order Modeling of Complex Systems , 2006, SIAM J. Sci. Comput..

[18]  E. Sachs,et al.  Trust-region proper orthogonal decomposition for flow control , 2000 .

[19]  D. Rempfer,et al.  Investigations of boundary layer transition via Galerkin projections on empirical eigenfunctions , 1996 .

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

[21]  D K Smith,et al.  Numerical Optimization , 2001, J. Oper. Res. Soc..

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

[23]  I. Kevrekidis,et al.  Equation-free/Galerkin-free POD-assisted computation of incompressible flows , 2005 .

[24]  Arthur Veldman,et al.  Proper orthogonal decomposition and low-dimensional models for driven cavity flows , 1998 .

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

[26]  Y. Saad,et al.  GMRES: a generalized minimal residual algorithm for solving nonsymmetric linear systems , 1986 .

[27]  Hermann F. Fasel,et al.  Dynamics of three-dimensional coherent structures in a flat-plate boundary layer , 1994, Journal of Fluid Mechanics.

[28]  Laurent Cordier,et al.  Two typical applications of POD: coherent structures eduction and reduced order modelling , 2008 .

[29]  B. R. Noack,et al.  A Finite-Time Thermodynamics of Unsteady Fluid Flows , 2008 .

[30]  Clarence W. Rowley,et al.  Model Reduction for fluids, Using Balanced Proper Orthogonal Decomposition , 2005, Int. J. Bifurc. Chaos.

[31]  Wr Graham,et al.  OPTIMAL CONTROL OF VORTEX SHEDDING USING LOW-ORDER MODELS. PART I-OPEN-LOOP MODEL DEVELOPMENT , 1999 .

[32]  Virginia Kalb,et al.  An intrinsic stabilization scheme for proper orthogonal decomposition based low-dimensional models , 2007 .

[33]  I. Kevrekidis,et al.  Low‐dimensional models for complex geometry flows: Application to grooved channels and circular cylinders , 1991 .

[34]  Maria Vittoria Salvetti,et al.  Low-dimensional modelling of a confined three-dimensional wake flow , 2006, Journal of Fluid Mechanics.

[35]  John L. Lumley,et al.  A low-dimensional approach for the minimal flow unit of a turbulent channel flow , 1996 .

[36]  P. Sagaut BOOK REVIEW: Large Eddy Simulation for Incompressible Flows. An Introduction , 2001 .

[37]  J. Peraire,et al.  OPTIMAL CONTROL OF VORTEX SHEDDING USING LOW-ORDER MODELS. PART II-MODEL-BASED CONTROL , 1999 .

[38]  L. Sirovich Turbulence and the dynamics of coherent structures. II. Symmetries and transformations , 1987 .

[39]  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.

[40]  Laurent Cordier,et al.  Optimal rotary control of the cylinder wake using POD reduced order model , 2004 .

[41]  T. Hughes,et al.  The variational multiscale method—a paradigm for computational mechanics , 1998 .

[42]  Jean-Paul Bonnet,et al.  Examination of large-scale structures in a turbulent plane mixing layer. Part 1. Proper orthogonal decomposition , 1999, Journal of Fluid Mechanics.

[43]  J. Peraire,et al.  Balanced Model Reduction via the Proper Orthogonal Decomposition , 2002 .

[44]  Charles-Henri Bruneau,et al.  Low-order modelling of laminar flow regimes past a confined square cylinder , 2004, Journal of Fluid Mechanics.

[45]  Jean-Antoine Désidéri,et al.  Two stable POD-based approximations to the Navier–Stokes equations , 2000 .

[46]  L. Cordier,et al.  Optimal rotary control of the cylinder wake using proper orthogonal decomposition reduced-order model , 2005 .

[47]  M. Bergmann Optimisation aérodynamique par réduction de modèle POD et contrôle optimal : application au sillage laminaire d'un cylindre circulaire , 2004 .

[48]  Laurent Cordier,et al.  Proper Orthogonal Decomposition: an overview , 2008 .

[49]  S. Ravindran A reduced-order approach for optimal control of fluids using proper orthogonal decomposition , 2000 .