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This paper aims at reviewing nonlinear methods for model order reduction of structures with geometric nonlinearity, with a special emphasis on the techniques based on invariant manifold theory. Nonlinear methods differ from linear based…

数值分析 · 数学 2022-05-26 Cyril Touzé , Alessandra Vizzaccaro , Olivier Thomas

Recent results in control systems and numerical integration literature utilize invariant set theory to lift dynamical systems evolving on nonlinear manifolds to those evolving on vector spaces. We leverage this technique to propose an…

最优化与控制 · 数学 2022-08-09 Siddharth H. Nair

Invariant manifolds facilitate the understanding of nonlinear stochastic dynamics. When an invariant manifold is represented approximately by a graph for example, the whole stochastic dynamical system may be reduced or restricted to this…

动力系统 · 数学 2007-05-23 Aijun Du , Jinqiao Duan

As low-thrust space missions increase in prevalence, it is becoming increasingly important to design robust trajectories against unforeseen thruster outages or missed thrust events. Accounting for such events is particularly important in…

最优化与控制 · 数学 2025-06-18 Amlan Sinha , Ryne Beeson

Invariant manifolds are important constructs for the quantitative and qualitative understanding of nonlinear phenomena in dynamical systems. In nonlinear damped mechanical systems, for instance, spectral submanifolds have emerged as useful…

计算工程、金融与科学 · 计算机科学 2021-10-15 Shobhit Jain , George Haller

A non-perturbative approach to the time-averaging of nonlinear, autonomous ODE systems is developed based on invariant manifold methodology. The method is implemented computationally and applied to model problems arising in the mechanics of…

数值分析 · 数学 2009-11-11 Amit Acharya , Aarti Sawant

A mathematical model featuring the motion of a multilink wheeled vehicle is developed using a nonholonomic model. A detailed analysis of the inertial motion is made. Fixed points of the reduced system are identified, their stability is…

动力系统 · 数学 2024-11-22 Elizaveta Artemova , Ivan Bizyaev

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 numerical simulation of realistic reactive flows is a major challenge due to the stiffness and high dimension of the corresponding kinetic differential equations. Manifold-based model reduction techniques address this problem by…

动力系统 · 数学 2026-01-06 Jörn Dietrich , Dirk Lebiedz

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

A key issue in dimension reduction of dissipative dynamical systems with spectral gaps is the identification of slow invariant manifolds. We present theoretical and numerical results for a variational approach to the problem of computing…

动力系统 · 数学 2012-11-30 Dirk Lebiedz , Jochen Siehr , Jonas Unger

This article establishes the foundation for a new theory of invariant/integral manifolds for non-autonomous dynamical systems. Current rigorous support for dimensional reduction modelling of slow-fast systems is limited by the rare events…

动力系统 · 数学 2022-06-01 A. J. Roberts

In Hamiltonian systems subjected to periodic perturbations the stable and unstable manifolds of the unstable periodic orbits provide the dynamical "skeleton" that drives the mixing process and bounds the chaotic regions of the phase space.…

等离子体物理 · 物理学 2016-10-05 David Ciro Taborda , Todd Edwin Evans , Iberê Luiz Caldas

An impulsive feedback-adaptive control is developed in order to drive trajectories of a dynamical system towards an invariant manifold with fixed and spaced impulsive controls. The approach requires the explicit knowledge of the set of…

动力系统 · 数学 2024-01-09 C. C. Silva , J. Marao , A. Figueiredo , T. M. Rocha Filho

Random invariant manifolds are geometric objects useful for understanding complex dynamics under stochastic influences. Under a nonuniform hyperbolicity or a nonuniform exponential dichotomy condition, the existence of random pseudo-stable…

动力系统 · 数学 2009-01-06 Tomas Caraballo , Jinqiao Duan , Kening Lu , Bjorn Schmalfuss

A novel method for the numerical prediction of the slowly varying dynamics of nonlinear mechanical systems has been developed. The method is restricted to the regime of an isolated nonlinear mode and consists of a two-step procedure: In the…

计算工程、金融与科学 · 计算机科学 2021-01-01 Malte Krack , Lars Panning-von Scheidt , Jörg Wallaschek

We present a novel method for learning reduced-order models of dynamical systems using nonlinear manifolds. First, we learn the manifold by identifying nonlinear structure in the data through a general representation learning problem. The…

数值分析 · 数学 2026-05-27 Rudy Geelen , Laura Balzano , Stephen Wright , Karen Willcox

Invariant manifolds of unstable periodic orbits organize the dynamics of chaotic orbits in phase space. They provide insight into the mechanisms of transport and chaotic advection and have important applications in physical situations…

混沌动力学 · 物理学 2018-01-25 D. Ciro , I. L. Caldas , R. L. Viana , T. E. Evans

This paper investigates model-order reduction methods for geometrically nonlinear structures. The parametrisation method of invariant manifolds is used and adapted to the case of mechanical systems expressed in the physical basis, so that…

数值分析 · 数学 2021-09-22 Alessandra Vizzaccaro , Andrea Opreni , Loïc Salles , Attilio Frangi , Cyril Touzé

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
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