Computing Lyapunov exponents on a Stiefel manifold

Citation
Tj. Bridges et S. Reich, Computing Lyapunov exponents on a Stiefel manifold, PHYSICA D, 156(3-4), 2001, pp. 219-238
Citations number
29
Categorie Soggetti
Physics
Journal title
PHYSICA D
ISSN journal
01672789 → ACNP
Volume
156
Issue
3-4
Year of publication
2001
Pages
219 - 238
Database
ISI
SICI code
0167-2789(20010815)156:3-4<219:CLEOAS>2.0.ZU;2-Z
Abstract
The problem of numerical computation of a few Lyapunov exponents (LEs) of f inite-dimensional dynamical systems is considered from the viewpoint of the differential geometry of Stiefel manifolds. Whether one computes one, many or all LEs of a continuous dynamical system by time integration, discrete or continuous orthonormalization is essential for stable numerical integrat ion. A differential-geometric view of continuous orthogonalization suggests that one restricts the linearized vectorfield to a Stiefel manifold. Howev er, the Stiefel manifold is not in general an attracting submanifold of the ambient Euclidean space: it is a constraint manifold with a weak numerical invariant. New numerical algorithms for this problem are then designed whi ch use the fiber-bundle characterization of these manifolds. This framework leads to a new class of systems for continuous orthogonalization which hav e strong numerical invariance properties and the strong skew-symmetry prope rty. Numerical integration of these new systems with geometric integrators leads to a new class of numerical methods for computing a few LEs which pre serve orthonormality to machine accuracy. This idea is also taken a step fu rther by making the Stiefel manifold an attracting invariant manifold in wh ich case standard explicit Runge-Kutta algorithms can be used. This leads t o an algorithm which requires only marginally more computation than a stand ard explicit integration without orthogonalization. These class of methods should be particularly effective for computing a few LEs for large-dimensio n dynamical systems. The new schemes are straightforward to implement. A te st case is presented for illustration, and an example from dynamical system s is presented where a few LEs are computed for an array of coupled oscilla tors. (C) 2001 Elsevier Science B.V. All rights reserved.