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A general framework is presented to discuss the approximate solutions of an evolution equation in a Banach space, with a linear part generating a semigroup and a sufficiently smooth nonlinear part. A theorem is presented, allowing to infer…

数学物理 · 物理学 2009-11-10 Carlo Morosi , Livio Pizzocchero

In this paper we consider fully discrete approximations of abstract evolution equations, by means of a quasi non-conforming spatial approximation and finite differences in time (Rothe-Galerkin method). The main result is the convergence of…

偏微分方程分析 · 数学 2021-07-20 Luigi C. Berselli , Alex Kaltenbach , Michael Ruzicka

This paper develops validated computational methods for studying infinite dimensional stable manifolds at equilibrium solutions of parabolic PDEs, synthesizing disparate errors resulting from numerical approximation. To construct our…

动力系统 · 数学 2021-07-08 Jan Bouwe van den Berg , Jonathan Jaquette , J. D. Mireles James

We study a singularly perturbed fast-slow system of two partial differential equations (PDEs) of reaction-diffusion type on a bounded domain via Galerkin discretisation. We assume that the reaction kinetics in the fast variable realise a…

偏微分方程分析 · 数学 2024-10-15 Maximilian Engel , Felix Hummel , Christian Kuehn , Nikola Popović , Mariya Ptashnyk , Thomas Zacharis

We link nonlinear manifold learning techniques for data analysis/compression with model reduction techniques for evolution equations with time scale separation. In particular, we demonstrate a `"nonlinear extension" of the POD-Galerkin…

计算物理 · 物理学 2010-11-24 Benjamin E. Sonday , Amit Singer , C. William Gear , Ioannis G. Kevrekidis

We extend classical finite-dimensional Fenichel theory in two directions to infinite dimensions. Under comparably weak assumptions we show that the solution of an infinite-dimensional fast-slow system is approximated well by the…

动力系统 · 数学 2020-08-26 Felix Hummel , Christian Kuehn

In this paper, we consider a fully-discrete approximation of an abstract evolution equation deploying a non-conforming spatial approximation and finite differences in time (Rothe-Galerkin method). The main result is the convergence of the…

数值分析 · 数学 2022-12-14 Alex Kaltenbach , Michael Růžička

We consider a fast-slow partial differential equation (PDE) with reaction-diffusion dynamics in the fast variable and the slow variable driven by a differential operator on a bounded domain. Assuming a transcritical normal form for the…

动力系统 · 数学 2024-09-10 Maximilian Engel , Christian Kuehn

We present a general abstract framework for the systematic numerical approximation of dissipative evolution problems. The approach is based on rewriting the evolution problem in a particular form that complies with an underlying energy or…

数值分析 · 数学 2018-04-25 Herbert Egger

We present a new proof of well-posedness of stochastic evolution equations in variational form, relying solely on a (nonlinear) infinite-dimensional approximation procedure rather than on classical finite-dimensional projection arguments of…

偏微分方程分析 · 数学 2021-09-15 Carlo Marinelli , Luca Scarpa , Ulisse Stefanelli

In this paper we study the numerical method for approximating the random periodic solution of semiliear stochastic evolution equations. The main challenge lies in proving a convergence over an infinite time horizon while simulating…

概率论 · 数学 2022-05-12 Yue Wu , Chenggui Yuan

A method for deriving provably stable low-dimensional Galerkin models of post-transient incompressible flows is introduced. The proposed approach involves an iterative procedure for expansion modes that satisfy Lyapunov stability in the…

流体动力学 · 物理学 2013-12-03 Maciej Balajewicz

We present a new type of modified Galerkin method. It is a construction with several (inductively defined) levels, that provides approximate solutions of increasing accuracy with every new level. These solutions are constructed as…

数值分析 · 数学 2007-08-07 Anca-Veronica Ion

In this paper we study the behavior of finite dimensional fixed point iterations, induced by discretization of a continuous fixed point iteration defined within a Banach space setting. We show that the difference between the discrete…

数值分析 · 数学 2017-06-29 Mario Amrein

This paper provides a functional analytic approach to differential equations on Banach space with slowly evolving parameters. We develop a Fenichel-like theory for attracting subsets of critical manifolds via a Lyapunov-Perron method. This…

动力系统 · 数学 2025-10-06 Dirk Doorakkers , Daniele Avitabile , Jan Bouwe van den Berg

We resolve a longstanding open problem in the computational modeling of nonlinear plates by introducing a numerical method that exactly enforces the isometry constraint, namely, that the first fundamental form of the mid-surface coincides…

数值分析 · 数学 2026-05-11 Brendan Keith , Frédéric Marazzato

The aim of this expository paper is twofold. We start with a concise overview of the theory of invariant slow manifolds for fast-slow dynamical systems starting with the work by Tikhonov and Fenichel to the most recent works on…

偏微分方程分析 · 数学 2024-04-29 Christian Kuehn , Pascal Lehner , Jan-Eric Sulzbach

An elliptic partial differential equation Lu=f with a zero Dirichlet boundary condition is converted to an equivalent elliptic equation on the unit ball. A spectral Galerkin method is applied to the reformulated problem, using multivariate…

数值分析 · 数学 2011-06-20 Kendall Atkinson , David Chien , Olaf Hansen

We present a new approach to using neural networks to approximate the solutions of variational equations, based on the adaptive construction of a sequence of finite-dimensional subspaces whose basis functions are realizations of a sequence…

机器学习 · 计算机科学 2021-06-01 Mark Ainsworth , Justin Dong

In this paper we study the dynamics of a fast-slow Fokker-Planck partial differential equation (PDE) viewed as the evolution equation for the density of a multiscale planar stochastic differential equation (SDE). Our key focus is on the…

偏微分方程分析 · 数学 2025-02-03 Christian Kuehn , Jan-Eric Sulzbach
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