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Slow-fast dynamical systems, i.e., singularly or non-singularly perturbed dynamical systems possess slow invariant manifolds on which trajectories evolve slowly. Since the last century various methods have been developed for approximating…

混沌动力学 · 物理学 2021-06-30 Jean-Marc Ginoux

Considering trajectory curves, integral of n-dimensional dynamical systems, within the framework of Differential Geometry as curves in Euclidean n-space, it will be established in this article that the curvature of the flow, i.e. the…

动力系统 · 数学 2014-08-11 Jean-Marc Ginoux , Bruno Rossetto , Leon Chua

A new approach called Flow Curvature Method has been recently developed in a book entitled Differential Geometry Applied to Dynamical Systems. It consists in considering the trajectory curve, integral of any n-dimensional dynamical system…

动力系统 · 数学 2014-08-22 Jean-Marc Ginoux , Bruno Rossetto

We present the Constructive Methods of Invariant Manifolds for model reduction in physical and chemical kinetics, developed during last two decades. The problem of reduced description is studied as a problem of constructing the slow…

凝聚态物理 · 物理学 2007-05-23 A. N. Gorban , I. V. Karlin , A. Yu. Zinovyev

In this paper, we are concerned with studying the existence of invariant complex manifolds of two-dimensional holomorphic systems. From the geometric singular perturbation theory we know that if a slow-fast system has associated a normally…

动力系统 · 数学 2023-04-04 Gabriel Rondón , Paulo R. da Silva , Luiz F. S. Gouveia

The long-term dynamics of many dynamical systems evolve on an attracting, invariant "slow manifold" that can be parameterized by a few observable variables. Yet a simulation using the full model of the problem requires initial values for…

计算物理 · 物理学 2007-05-23 C. W. Gear , T. J. Kaper , I. G. Kevrekidis , A. Zagaris

This article deals with invariant manifolds for infinite dimensional random dynamical systems with different time scales. Such a random system is generated by a coupled system of fast-slow stochastic evolutionary equations. Under suitable…

概率论 · 数学 2013-07-29 Hongbo Fu , Xianming Liu , Jinqiao Duan

Atmospheric dynamics span a range of time-scales. The projection of measured data to a slow manifold, ${\cal M}$, removes fast gravity waves from the initial state for numerical simulations of the atmosphere. We explore further the slow…

混沌动力学 · 物理学 2007-05-23 S. M. Cox , A. J. Roberts

Systems such as fluid flows in channels and pipes or the complex Ginzburg-Landau system, defined over periodic domains, exhibit both continuous symmetries, translational and rotational, as well as discrete symmetries under spatial…

混沌动力学 · 物理学 2017-09-28 Nazmi Burak Budanur , Predrag Cvitanović

We derive a mode-coupling theory for the slow dynamics of fluids confined in disordered porous media represented by spherical particles randomly placed in space. Its equations display the usual nonlinear structure met in this theoretical…

软凝聚态物质 · 物理学 2007-05-23 V. Krakoviack

Slow-fast dynamical systems have two time scales and an explicit parameter representing the ratio of these time scales. Locally invariant slow manifolds along which motion occurs on the slow time scale are a prominent feature of slow-fast…

动力系统 · 数学 2012-09-20 John Guckenheimer , Tomas Johnson , Philipp Meerkamp

We study a slow-fast system with two slow and one fast variables. We assume that the slow manifold of the system possesses a fold and there is an equilibrium of the system in a small neighbourhood of the fold. We derive a normal form for…

动力系统 · 数学 2023-07-04 Natalia G. Gelfreikh , Alexey V. Ivanov

Model order reduction in high-dimensional, nonlinear dynamical systems if often enabled through fast-slow timescale separation. One such approach involves identifying a low-dimensional slow manifold to which the state rapidly converges and…

动力系统 · 数学 2026-05-14 Dan Wilson

We consider spherically symmetric inhomogeneous dust models with a positive cosmological constant, $\Lambda$, given by the Lemaitre-Tolman-Bondi metric. These configurations provide a simple but useful generalization of the Lambda-CDM model…

广义相对论与量子宇宙学 · 物理学 2015-03-14 Roberto A. Sussman , German Izquierdo

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…

动力系统 · 数学 2022-01-19 Johannes Poppe , Dirk Lebiedz

We show that nonrelativsitic scaling of the collisionless Vlasov-Maxwell system implies the existence of a formal invariant slow manifold in the infinite-dimensional Vlasov-Maxwell phase space. Vlasov-Maxwell dynamics restricted to the slow…

等离子体物理 · 物理学 2021-07-01 George Miloshevich , Joshua W. Burby

A method is provided for approximating random slow manifolds of a class of slow-fast stochastic dynamical systems. Thus approximate, low dimensional, reduced slow systems are obtained analytically in the case of sufficiently large time…

动力系统 · 数学 2013-03-12 Jian Ren , Jinqiao Duan , Christopher K. R. T. Jones

Some model reduction techniques for multiple time-scale dynamical systems make use of the identification of low dimensional slow invariant attracting manifolds (SIAM) in order to reduce the dimensionality of the phase space by restriction…

动力系统 · 数学 2017-07-11 Pascal Heiter , Dirk Lebiedz

We introduce a nonlinear stochastic model reduction technique for high-dimensional stochastic dynamical systems that have a low-dimensional invariant effective manifold with slow dynamics, and high-dimensional, large fast modes. Given only…

机器学习 · 统计学 2023-10-25 Felix X. -F. Ye , Sichen Yang , Mauro Maggioni

The theory of slow manifolds is an important tool in the study of deterministic dynamical systems, giving a practical method by which to reduce the number of relevant degrees of freedom in a model, thereby often resulting in a considerable…

统计力学 · 物理学 2013-07-01 George W A Constable , Alan J McKane , Tim Rogers
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