Summary
This paper deals with the numerical computation of invariant manifolds using a method of discretizing global manifolds. It provides a geometrically natural algorithm that converges regardless of the restricted dynamics. Common examples of such manifolds include limit sets, co-dimension 1 manifolds separating basins of attraction (separatrices), stable/unstable/center manifolds, nested hierarchies of attracting manifolds in dissipative systems and manifolds appearing in bifurcations. The approach is based on the general principle of normal hyperbolicity, where the graph transform leads to the numerical algorithms. This gives a highly multiple purpose method. The algorithm fits into a continuation context, where the graph transform computes the perturbed manifold. Similarly, the linear graph transform computes the perturbed hyperbolic splitting. To discretize the graph transform, a discrete tubular neighborhood and discrete sections of the associated vector bundle are constructed. To discretize the linear graph transform, a discrete (un)stable bundle is constructed. Convergence and contractivity of these discrete graph transforms are discussed, along with numerical issues. A specific numerical implementation is proposed. An application to the computation of the ‘slow-transient’ surface of an enzyme reaction is demonstrated.
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References
W.M. Boothby: An Introduction to Differentiable Manifolds and Riemannian Geometry (Academic Press, New York 1975)
H.W. Broer, A. Hagen, G. Vegter: Multiple purpose algorithms for invariant manifolds. Dynam. Contin. Discrete Implus. Systems B 10, 331–44 (2003)
H.W. Broer, A. Hagen, G. Vegter: Numerical approximation of normally hyperbolic invariant manifolds. In: Proceedings of the 4th AIMS meeting 2002 at Wilmington, DCDS 2003, supplement volume, ed. by S. Hu (AIMS Press, Springfield MO 2003)
H.W. Broer, A. Hagen, G. Vegter: Numerical continuation of invariant manifolds. Preprint (2006)
H.W. Broer, H.M. Osinga, G. Vegter: Algorithms for computing normally hyperbolic invariant manifolds. Z. angew. Math. Phys. 48, 480–524 (1997)
S. Cairns: A simple triangulation method for smooth manifolds. Bull. Amer. Math. Soc., 67, 389–90 (1961)
G. Carey, J. Oden: Finite Elements, vol 3 (Prentice-Hall, New Jersey 1984)
P.G. Ciarlet, P. Raviart: General Lagrange and Hermite interpolation in ℝn with applications to finite element methods. Arch. Rational Mech. Anal. 46, 177–99 (1972)
M. Dellnitz, G. Froyland, O. Junge: The algorithms behind GAIO-set oriented numerical methods for dynamical systems. In: Ergodic Theory, Analysis and Efficient Simulation of Dynamical Systems, ed. by B. Fiedler (Springer, Berlin 2001)
L. Dieci, J. Lorenz: Computation of invariant tori by the method of characteristics. SIAM J. Numer. Anal. 32, 1436–74 (1995)
G. Farin: Curves and Surfaces for Computer-Aided Geometric Design: a practical guide (Academic Press, New York 1997)
N. Fenichel: Persistence and smoothness of invariant manifolds for flows. Indiana Univ. Math. J. 21, 193–226 (1971)
S.J. Fraser: The steady state and equilibrium approximations: a geometrical picture. J. Chem. Phys. 88, 4732–8 (1988)
G. Golub, J.M. Ortega: Scientific Computing: an introduction with parallel computing (Academic Press, San Diego 1993)
A.N. Gorban, I.V. Karlin, A.Yu. Zinovyev: Constructive methods of invariant manifolds for kinetic problems. Physics Reports 396, 197–403 (2004)
A.N. Gorban, I.V. Karlin, A.Yu. Zinovyev: Invariant grids for reaction kinetics. Physica A 333, 106–54 (2004)
A. Haro, R. De La Llave: A parametrization method for the computation of invariant tori and their whiskers in quasi-periodic maps: numerical implementation and examples. Preprint (2005)
A. Hagen: Hyperbolic Structures of Time Discretizations and the Dependence on the Time Step. Ph.D. Thesis, University of Minnesota, Minnesota (1996)
A. Hagen: Hyperbolic trajectories of time discretizations. Nonlinear Anal. 59, 121–32 (2004)
M.W. Hirsch: Differential Topology (Springer, Berlin Heidelberg New York 1994)
M.W. Hirsch, C.C. Pugh, M. Shub: Invariant Manifolds (Springer, Berlin Heidelberg New York 1977)
B. Krauskopf, H.M. Osinga: Computing geodesic level sets on global (un)stable manifolds of vector fields. SIAM J. Appl. Dyn. Sys. 4, 546–69 (2003)
Y. Kuznetsov: Elements of Applied Bifurcation Theory (Springer, Berlin Heidelberg New York 1998)
S. Lang: Introduction to Differentiable Manifolds (Springer, Berlin Heidelberg New York 2002)
D. Martin: Manifold Theory: an introduction for mathematical physicists. (Ellis Horwood Limited, England 2002)
C. Maunder: Algebraic Topology (Van Nostrand Reinhold, London 1970)
H.M. Osinga: Computing Invariant Manifolds. Ph.D. Thesis, University of Groningen, The Netherlands (1996)
J. Palis, F. Takens: Hyperbolicity & Sensitive Chaotic Dynamics at Homoclinic Bifurcations (Cambridge University Press, Cambridge 1993)
M. Phillips, S. Levy, T. Munzner: Geomview: an interactive geometry viewer. Notices of the Amer. Math. Soc. 40, 985–8 (1993)
M.R. Roussel, S.J. Fraser: On the geometry of transient relaxation. J. Chem. Phys. 94, 7106–13 (1991)
D. Ruelle: Elements of Differentiable Dynamics and Bifurcation Theory (Academic Press, Boston 1989)
Y. Wong: Differential geometry of grassmann manifolds. Proc. NAS 57 589–94 (1967)
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Broer, H.W., Hagen, A., Vegter, G. (2006). A Versatile Algorithm for Computing Invariant Manifolds. In: Gorban, A.N., Kevrekidis, I.G., Theodoropoulos, C., Kazantzis, N.K., Öttinger, H.C. (eds) Model Reduction and Coarse-Graining Approaches for Multiscale Phenomena. Springer, Berlin, Heidelberg . https://doi.org/10.1007/3-540-35888-9_2
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