Minimal subspace rotation on the Stiefel manifold for stabilization and enhancement of projection-based reduced order models for the compressible Navier-Stokes equations

被引:54
作者
Balajewicz, Maciej [1 ]
Tezaur, Irina [2 ]
Dowell, Earl [3 ]
机构
[1] Univ Illinois, Dept Aerosp Engn, Urbana, IL 61801 USA
[2] Sandia Natl Labs, Quantitat Modeling & Anal Dept, POB 969,MS 9159, Livermore, CA USA
[3] Duke Univ, Dept Mech Engn & Mat Sci, Durham, NC USA
基金
美国国家科学基金会;
关键词
Projection-based reduced order model (ROM); Proper Orthogonal Decomposition (POD); Compressible flow; Stabilization; Trace minimization; Stiefel manifold; PROPER ORTHOGONAL DECOMPOSITION; COHERENT STRUCTURES; REDUCTION; DYNAMICS; OPTIMIZATION; FLOW; POD; TURBULENCE; SYSTEMS; MATRIX;
D O I
10.1016/j.jcp.2016.05.037
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
For a projection-based reduced order model (ROM) of a fluid flow to be stable and accurate, the dynamics of the truncated subspace must be taken into account. This paper proposes an approach for stabilizing and enhancing projection-based fluid ROMs in which truncated modes are accounted for a priori via a minimal rotation of the projection subspace. Attention is focused on the full non-linear compressible Navier-Stokes equations in specific volume form as a step toward a more general formulation for problems with generic non-linearities. Unlike traditional approaches, no empirical turbulence modeling terms are required, and consistency between the ROM and the Navier-Stokes equation from which the ROM is derived is maintained. Mathematically, the approach is formulated as a trace minimization problem on the Stiefel manifold. The reproductive as well as predictive capabilities of the method are evaluated on several compressible flow problems, including a problem involving laminar flow over an airfoil with a high angle of attack, and a channel-driven cavity flow problem. (C) 2016 Elsevier Inc. All rights reserved.
引用
收藏
页码:224 / 241
页数:18
相关论文
共 49 条
[1]   Stabilization of projection-based reduced-order models [J].
Amsallem, David ;
Farhat, Charbel .
INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN ENGINEERING, 2012, 91 (04) :358-377
[2]   THE DYNAMICS OF COHERENT STRUCTURES IN THE WALL REGION OF A TURBULENT BOUNDARY-LAYER [J].
AUBRY, N ;
HOLMES, P ;
LUMLEY, JL ;
STONE, E .
JOURNAL OF FLUID MECHANICS, 1988, 192 :115-173
[3]   Reduction of nonlinear embedded boundary models for problems with evolving interfaces [J].
Balajewicz, Maciej ;
Farhat, Charbel .
JOURNAL OF COMPUTATIONAL PHYSICS, 2014, 274 :489-504
[4]   Stabilization of projection-based reduced order models of the Navier-Stokes [J].
Balajewicz, Maciej ;
Dowell, Earl H. .
NONLINEAR DYNAMICS, 2012, 70 (02) :1619-1632
[5]   Low-dimensional modelling of high-Reynolds-number shear flows incorporating constraints from the Navier-Stokes equation [J].
Balajewicz, Maciej J. ;
Dowell, Earl H. ;
Noack, Bernd R. .
JOURNAL OF FLUID MECHANICS, 2013, 729 :285-308
[6]   Stable Galerkin reduced order models for linearized compressible flow [J].
Barone, Matthew F. ;
Kalashnikova, Irina ;
Segalman, Daniel J. ;
Thornquist, Heidi K. .
JOURNAL OF COMPUTATIONAL PHYSICS, 2009, 228 (06) :1932-1946
[7]  
Boumal N, 2014, J MACH LEARN RES, V15, P1455
[8]   Goal-oriented, model-constrained optimization for reduction of large-scale systems [J].
Bui-Thanh, T. ;
Willcox, K. ;
Ghattas, O. ;
Waanders, B. van Bloemen .
JOURNAL OF COMPUTATIONAL PHYSICS, 2007, 224 (02) :880-896
[9]   PRESERVING LAGRANGIAN STRUCTURE IN NONLINEAR MODEL REDUCTION WITH APPLICATION TO STRUCTURAL DYNAMICS [J].
Carlberg, Kevin ;
Tuminaro, Ray ;
Boggs, Paul .
SIAM JOURNAL ON SCIENTIFIC COMPUTING, 2015, 37 (02) :B153-B184
[10]   The GNAT method for nonlinear model reduction: Effective implementation and application to computational fluid dynamics and turbulent flows [J].
Carlberg, Kevin ;
Farhat, Charbel ;
Cortial, Julien ;
Amsallem, David .
JOURNAL OF COMPUTATIONAL PHYSICS, 2013, 242 :623-647