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We develop rigorous estimates and provably convergent approximations for the memory integral in the Mori-Zwanzig (MZ) formulation. The new theory is built upon rigorous mathematical foundations and is presented for both state-space and…

数值分析 · 数学 2018-10-17 Yuanran Zhu , Jason M. Dominy , Daniele Venturi

A new technique to derive delay models from systems of partial differential equations, based on the Mori-Zwanzig formalism, is used to derive a delay difference equation model for the Atlantic Multidecadal Oscillation. The Mori-Zwanzig…

动力系统 · 数学 2021-03-17 Swinda K. J. Falkena , Courtney Quinn , Jan Sieber , Henk A. Dijkstra

A typical problem with the conventional Galerkin approach for the construction of finite-mode models is to keep structural properties unaffected in the process of discretization. We present two examples of finite-mode approximations that in…

大气与海洋物理 · 物理学 2010-06-28 Alexander Bihlo , Johannes Staufer

We describe a compatible finite element discretisation for the shallow water equations on the rotating sphere, concentrating on integrating consistent upwind stabilisation into the framework. Although the prognostic variables are velocity…

数值分析 · 数学 2018-10-17 J. Shipton , T. H. Gibson , C. J. Cotter

A first-principle multiscale modeling approach is presented, which is derived from the solution of the Ornstein-Zernike equation for the coarse-grained representation of polymer liquids. The approach is analytical, and for this reason is…

软凝聚态物质 · 物理学 2009-09-09 J. McCarty , I. Y. Lyubimov , M. G. Guenza

Capturing the correct dynamics at the Coarse-Grained (CG) scale remains a central challenge in the advancement of systematic CG models for soft matter simulations. The Generalized Langevin Equation (GLE), rooted in the Mori-Zwanzig…

软凝聚态物质 · 物理学 2024-10-14 Jinu Jeong , Ishan Nadkarni , Narayana. R. Aluru

We develop a thorough mathematical analysis of the effective Mori-Zwanzig (EMZ) equation governing the dynamics of noise-averaged observables in stochastic differential equations driven by multiplicative Gaussian white noise. Building upon…

数学物理 · 物理学 2021-10-27 Yuanran Zhu , Daniele Venturi

Many unsteady flows exhibiting complex dynamics are nevertheless characterized by emergent large-scale coherence in space and time. Reduced-order models based on Galerkin projection of the governing equations onto an orthogonal modal basis…

流体动力学 · 物理学 2022-06-28 Jared L. Callaham , Jean-Christophe Loiseau , Steven L. Brunton

We introduce a variational multiscale closure modeling strategy for the numerical stabilization of proper orthogonal decomposition reduced-order models of convection-dominated equations. As a first step, the new model is analyzed and tested…

数值分析 · 数学 2015-03-19 Traian iliescu , Zhu Wang

In this paper we consider the problem of deriving approximate autonomous dynamics for a number of variables of a dynamical system, which are weakly coupled to the remaining variables. In a previous paper we have used the Ruelle response…

统计力学 · 物理学 2015-06-11 Jeroen Wouters , Valerio Lucarini

Algebraic multigrid (AMG) methods derive their optimal efficiency from the interplay between a relaxation process and a corresponding coarse grid correction. In many standard formulations, relaxation and coarse-graining are analyzed and…

数值分析 · 数学 2026-03-30 Rayan Moussa , Karsten Kahl

Coarse-grained (CG) models are simplified representations of soft matter systems that are commonly employed to overcome size and time limitations in computational studies. Many approaches have been developed to construct and parametrise…

统计力学 · 物理学 2022-09-27 Piero Luchi , Roberto Menichetti , Gianluca Lattanzi , Raffaello Potestio

We introduce and analyze a discontinuous Galerkin method for the numerical modelling of the equations of Multiple-Network Poroelastic Theory (MPET) in the dynamic formulation. The MPET model can comprehensively describe functional changes…

数值分析 · 数学 2023-05-30 Mattia Corti , Paola F. Antonietti , Luca Dede' , Alfio Maria Quarteroni

We introduce a combinatorial version Mori-Zwanzig theory and develop from it a family of self-consistent evolution equations for the correlation function or Green's function of interactive many-body systems. The core idea is to use an…

数学物理 · 物理学 2022-11-09 Yuanran Zhu

In this work, we illustrate the underlying mathematical structure of mixed-dimensional models arising from the composition of graphs and continuous domains. Such models are becoming popular in applications, in particular, to model the human…

数值分析 · 数学 2020-08-27 Erlend Hodneland , Xiaozhe Hu , Jan Martin Nordbotten

We examine a variational multiscale method in which the unresolved fine-scales are approximated element-wise using a discontinuous Galerkin method. We establish stability and convergence results for the methodology as applied to the scalar…

数值分析 · 数学 2017-05-02 Christopher Coley , John A. Evans

The Mori-Zwanzig projection formalism is widely used in studying systems with many degrees of freedom. We used a system-bath Hamiltonian system to show that the Mori's and Zwanzig's projection procedures are mutual limiting cases of each…

统计力学 · 物理学 2009-04-20 Jianhua Xing

We present a Ritz-Galerkin discretization on sparse grids using pre-wavelets, which allows to solve elliptic differential equations with variable coefficients for dimension $d=2,3$ and higher dimensions $d>3$. The method applies multilinear…

数值分析 · 数学 2016-03-10 Rainer Hartmann , Christoph Pflaum

Recent advances in learning dynamical systems from data have shown significant promise. However, many existing methods assume access to the full state of the system -- an assumption that is rarely satisfied in practice, where systems are…

机器学习 · 计算机科学 2026-03-10 Thibault Monsel , Onofrio Semeraro , Lionel Mathelin , Guillaume Charpiat

In many applications of practical interest, solutions of partial differential equation models arise as critical points of an underlying (energy) functional. If such solutions are saddle points, rather than being maxima or minima, then the…

数值分析 · 数学 2020-09-07 Pascal Heid , Thomas P. Wihler