Model reduction via parametrized locally invariant manifolds: Some examples

A method for model reduction in non-linear ODE systems is demonstrated through computational examples. The method does not require an implicit separation of time-scales in the fine dynamics to be effective. From the computational standpoint, the method has the potential of serving as a subgrid modeling tool. From the physical standpoint, it provides a model for interpreting and describing history dependence in coarse-grained response of an autonomous system.

[1]  W. Press Numerical recipes in Fortran 77 : the art of scientific computing : volume 1 of fortran numerical recipes , 1996 .

[2]  Y. Amirat,et al.  Homogenisation of parametrised families of hyperbolic problems , 1992, Proceedings of the Royal Society of Edinburgh: Section A Mathematics.

[3]  Anthony J. Roberts,et al.  Low-dimensional modelling of dynamical systems applied to some dissipative fluid mechanics , 2003 .

[4]  T. Hughes,et al.  Variational and Multiscale Methods in Turbulence , 2005 .

[5]  Luca Dieci,et al.  Computation of invariant tori by the method of characteristics , 1995 .

[6]  Folkmar Bornemann,et al.  Homogenization in Time of Singularly Perturbed Mechanical Systems , 1998, Lecture notes in mathematics.

[7]  Alexander N Gorban,et al.  Invariant grids for reaction kinetics , 2003 .

[8]  A. Stuart,et al.  Extracting macroscopic dynamics: model problems and algorithms , 2004 .

[9]  B. Jiang The Least-Squares Finite Element Method , 1998 .

[10]  S. Aubry,et al.  The discrete Frenkel-Kontorova model and its extensions: I. Exact results for the ground-states , 1983 .

[11]  A J Chorin,et al.  Optimal prediction and the Mori-Zwanzig representation of irreversible processes. , 2000, Proceedings of the National Academy of Sciences of the United States of America.

[12]  Sergey Sorokin,et al.  Proceedings of the 21st International Congress of Theoretical and Applied Mechanics , 2005 .

[13]  Robert J. Sacker,et al.  A New Approach to the Perturbation Theory of Invariant Surfaces , 1965 .

[14]  John B. Shoven,et al.  I , Edinburgh Medical and Surgical Journal.

[15]  Bernd Krauskopf,et al.  COVER ILLUSTRATION: The Lorenz manifold as a collection of geodesic level sets , 2004 .

[16]  Luc Tartar Memory Effects and Homogenization , 1990 .

[17]  John Guckenheimer,et al.  A Fast Method for Approximating Invariant Manifolds , 2004, SIAM J. Appl. Dyn. Syst..

[18]  Amit Acharya,et al.  On a computational approach for the approximate dynamics of averaged variables in nonlinear ODE systems : Toward the derivation of constitutive laws of the rate type , 2006 .

[19]  J. Moser Minimal foliations on a torus , 1989 .

[20]  G. Sell,et al.  On the computation of inertial manifolds , 1988 .

[21]  Govind Menon,et al.  Gradient Systems with Wiggly Energies¶and Related Averaging Problems , 2002 .

[22]  S. Aubry,et al.  Chaotic trajectories in the standard map. The concept of anti-integrability , 1990 .

[23]  Robert G. Muncaster,et al.  Invariant manifolds in mechanics II: Zero-dimensional elastic bodies with directors , 1984 .

[24]  S. Aubry Anti-integrability in dynamic and variational problems , 1995 .

[25]  E. Lorenz Deterministic nonperiodic flow , 1963 .

[26]  G. Sell,et al.  Inertial manifolds for nonlinear evolutionary equations , 1988 .

[27]  Invariant manifolds in mechanics I: The general construction of coarse theories from fine theories , 1984 .

[28]  Clifford Ambrose Truesdell,et al.  Fundamentals of Maxwell's kinetic theory of a simple monatomic gas , 1980 .

[29]  Alexandre J. Chorin,et al.  Optimal prediction with memory , 2002 .

[30]  A. Acharya Parametrized invariant manifolds: a recipe for multiscale modeling? , 2005 .

[31]  Alexander N Gorban,et al.  North-Holland Thermodynamic parameterization , 1992 .

[32]  Christopher Jones,et al.  Geometric singular perturbation theory , 1995 .

[33]  M. Dellnitz,et al.  A subdivision algorithm for the computation of unstable manifolds and global attractors , 1997 .