Quasi-equilibrium grid algorithm: Geometric construction for model reduction

被引:20
作者
Chiavazzo, Eliodoro [1 ]
Karlin, Iliya V. [1 ]
机构
[1] ETHZ, Aerothermochem & Combust Syst Lab LAV, CH-8092 Zurich, Switzerland
关键词
chemical kinetics; model reduction; invariant manifold; entropy; non-linear dynamics; Lagrange multipliers method; variational problem;
D O I
10.1016/j.jcp.2008.02.006
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
The method of invariant grid (MIG) is an iterative procedure for model reduction in chemical kinetics which is based on the notion of Slow Invariant Manifold (SIM) [A.N. Gorban, IN. Karlin, Method of invariant manifold for chemical kinetics, Chem. Eng. Sci. 58 (2003) 4751-4768; E. Chiavazzo, A.N. Gorban, IN. Karlin, Comparison of invariant manifolds for model reduction in chemical kinetics, Commun. Comput. Phys. 2(5) (2007) 964-992; AX Gorban, IN. Karlin, A.Y. Zinovyev, Invariant grids for reaction kinetics, Physica A 333 (2004) 106-154; A.N. Gorban, IN. Karlin, Invariant Manifolds for Physical and Chemical Kinetics, Lecture Notes Physics 660, Springer, Berlin Heidelberg, 2005, doi: 10.1007/b98103]. Important role, in that method, is played by the initial grid which, once refined, gives a description of the invariant manifold: the invariant grid. A convenient way to get a first approximation of the SIM is given by the spectral quasi-equilibrium manifold (SQEM) [A.N. Gorban, IN. Karlin, Method of invariant manifold for chemical kinetics, Chem. Eng. Sci. 58 (2003) 4751-4768; E. Chiavazzo, A.N. Gorban, IN. Karlin, Comparison of invariant manifolds for model reduction in chemical kinetics, Commun. Comput. Phys. 2(5) (2007) 964-992]. In the present paper, a flexible numerical method to construct the discrete analog of a quasi-equilibrium manifold, in any dimension, is presented. That object is named quasi-equilibrium grid (QEG), while the procedure quasi-equilibrium grid algorithm (QEGA). Extensions of the QEM notion are also suggested. The QEGA is a numerical tool which can be used to find a grid-based approximation for the locus of minima of a convex function under some linear constraints. The method is validated by construction of one and two-dimensional grids for a model of hydrogen oxidation reaction. (c) 2008 Elsevier Inc. All rights reserved.
引用
收藏
页码:5535 / 5560
页数:26
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