Nonlinear model reduction for unsteady discontinuous flows

Abstract We develop a new nonlinear reduced-order model (ROM) based on proper orthogonal decomposition (POD), which can be used for quantitative simulation of not only smooth flows, but also flows with strong discontinuities. The new model is derived using a Galerkin projection of the fully conservative, nonlinear discretized 2-D Euler equations onto the POD basis constructed for each conservative variable. This approach can be interpreted as a variant of the spectral method with a truncated set of basis functions. A system of ordinary differential equations (ODEs) derived using this model reduction technique resembles the major nonlinear and conservation properties of the original discretized Euler equations. The new reduced-order model also preserves the stability properties of the discrete full-order model equations, so that no additional stabilization is required unlike conventional POD-based models that are susceptible to numerical instabilities. The performance of the new POD ROM is evaluated for 2-D compressible unsteady inviscid flows over a wide range of Mach numbers including trans- and supersonic flows with strong shock waves.

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

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

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

[4]  Juan J. Alonso,et al.  Active Flutter Control using an Adjoint Method , 2006 .

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

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

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

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

[9]  Michael B. Giles,et al.  The harmonic adjoint approach to unsteady turbomachinery design , 2002 .

[10]  David J. Lucia,et al.  Reduced Order Modeling for a One-Dimensional Nozzle Flow with Moving Shocks , 2001 .

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

[12]  David J. Lucia,et al.  Projection methods for reduced order models of compressible flows , 2003 .

[13]  J. N. Lyness,et al.  Numerical Differentiation of Analytic Functions , 1967 .

[14]  Clarence W. Rowley,et al.  Dynamical Models for Control of Cavity Oscillations , 2001 .

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

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

[17]  David W. Zingg,et al.  Unsteady Optimization Using a Discrete Adjoint Approach Applied to Aeroacoustic Shape Design , 2008 .

[18]  Alain Dervieux,et al.  Reduced-order modeling for unsteady transonic flows around an airfoil , 2007 .

[19]  W. K. Anderson,et al.  An implicit upwind algorithm for computing turbulent flows on unstructured grids , 1994 .

[20]  Hussaini M. Yousuff,et al.  A Self-Contained, Automated Methodology for Optimal Flow Control , 1997 .

[21]  B. Diskin,et al.  Discrete Adjoint-Based Design Optimization of Unsteady Turbulent Flows on Dynamic Unstructured Grids , 2009 .

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

[23]  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.

[24]  David J. Lucia,et al.  Reduced order modeling of a two-dimensional flow with moving shocks , 2003 .

[25]  M. Carpenter,et al.  Additive Runge-Kutta Schemes for Convection-Diffusion-Reaction Equations , 2003 .