On Differential Geometric Formulations of Slow Invariant Manifold Computation: Geodesic Stretching and Flow Curvature. Issue 1 (2nd January 2022)

• Record Type: Journal Article
• Authors: Lebiedz, Dirk; Poppe, Johannes
• Is Part Of: Journal of dynamical systems and geometric theories. Volume 20:Issue 1(2022)
• Page Start: 1
• Page End: 32
• Publication Date: 2022-01-02
• Subjects: 37D99 -- 37M21 -- 53B50; Model reduction -- Slow invariant manifolds -- Dynamical systems -- Differential geometry -- Sectional curvature -- Geodesics -- Stretching-based diagnostics; Differentiable dynamical systems -- Periodicals; Geometry -- Periodicals; Differentiable dynamical systems; Geometry; Periodicals; 515.39
• DOI: 10.1080/1726037X.2022.2060909
• Languages: English
• ISSNs: 1726-037X

Abstract

Abstract: The theory of slow invariant manifolds (SIMs) is the foundation of various model-order reduction techniques for dissipative dynamical systems with multiple time-scales, e.g. in chemical kinetic models. The construction of SIMs and many approximation methods exploit the restrictive requirement of an explicit time-scale separation parameter. Most of those methods are also not formulated covariantly, i.e. in terms of tensorial constructions. We propose an intrinsically coordinate-free differential geometric approximation criterion approximating normally attracting invariant manifolds (NAIMs). We translate some ideas behind existing approximation approaches, the stretching based diagnostics (SBD) and the flow curvature method (FCM) to tensors of Riemannian geometry, specifically to spacetime curvature in extended phase space. For that purpose we derive from flow-generating smooth vector fields a metric tensor such that the original dynamical system is a geodesic flow on a Riemannian manifold. We apply the resulting method to test models.