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Parallel two-scale finite element implementation of a system with varying microstructures
Karlstads universitet, Fakulteten för hälsa, natur- och teknikvetenskap (from 2013), Institutionen för matematik och datavetenskap (from 2013).ORCID-id: 0000-0002-2185-641x
(Engelska)Manuskript (preprint) (Övrigt vetenskapligt)
Abstract [en]

We propose a two-scale finite element method designed for heterogeneous microstructures. Our approach exploits domain diffeomorphisms between the microscopic structures to gain computational efficiency.By using a conveniently constructed pullback operator, we are able to model the different microscopic domains as macroscopically dependent deformations of a reference domain.This allows for a relatively simple finite element framework to approximate the underlying PDE system with a parallel computational structure.We apply this technique to a model problem where we focus on transport in plant tissues.We illustrate the accuracy of the implementation with convergence benchmarks and show satisfactory parallelization speed-ups.We further highlight the effect of the heterogeneous microscopic structure on the output of the two-scale systems.Our implementation (publicly available on GitHub) builds on the deal.II FEM library.Application of this technique allows for an increased capacity of microscopic detail in multiscale modeling, while keeping running costs manageable.

Nyckelord [en]
multiscale modeling, varying microstructures, finite elements, computational effiency
Nationell ämneskategori
Matematik
Forskningsämne
Matematik
Identifikatorer
URN: urn:nbn:se:kau:diva-83566OAI: oai:DiVA.org:kau-83566DiVA, id: diva2:1541355
Tillgänglig från: 2021-03-31 Skapad: 2021-03-31 Senast uppdaterad: 2025-10-17Bibliografiskt granskad
Ingår i avhandling
1. Multiscale models and simulations for diffusion and interaction in heterogeneous domains
Öppna denna publikation i ny flik eller fönster >>Multiscale models and simulations for diffusion and interaction in heterogeneous domains
2021 (Engelska)Doktorsavhandling, sammanläggning (Övrigt vetenskapligt)
Abstract [en]

We investigate multiscale and multiphysics models for evolution systems in heterogeneous domains, with a focus on multiscale diffusions. Although diffusion is often studied in terms of continuum observables, it is a consequence of the motion of individual particles. Incorporating interactions between constituents and geometry often runs into complications, since interactions typically act on multiple length scales. We address this issue by studying different types of multiscale models and by applying them to a variety of scenarios known for their inherent complexity.

Our contributions can be grouped in two parts. In the first part, we pose two-scale reaction-diffusion systems in domains with varying microstructures. We prove well-posedness and construct finite element schemes with desirable approximation properties that resolve the microscopic domain variations and support parallel execution. In the second part of the thesis, we investigate certain interacting particle systems and their links to families of partial differential equations. In this spirit, we analyze a model of interacting populations, admitting dual descriptions from a system of ordinary differential equations and a porous media-like equation. We construct a multiscale simulation to evaluate scenarios in population dynamics. Finally, we investigate non-equilibrium dynamics and phase transitions within an interacting particle system in an extension of the classical Ehrenfest model.

Our overall focus is two-fold. On the one hand, we increase the theoretical understanding of multiscale models by providing modeling, analysis and simulation of specific two-scale couplings. On the other hand, we design computational frameworks and tailored implementations to improve the application of multiscale modeling to complex scenarios and large-scale systems. In this way, our contributions aim to expand the capacity of mathematical modeling to numerically approximate the rich and complex physical world.

Abstract [en]

We investigate multiscale and multiphysics models for evolution systems in heterogeneous domains. Our contributions can be grouped in two parts. First, we pose two-scale reaction-diffusion systems in domains with varying microstructures. We prove well-posedness and construct convergent and efficient finite element schemes that resolve the microscopic domain variations. Second, we investigate certain interacting particle systems and their links to a family of partial differential equations. We analyze a model of interacting populations, admitting dual descriptions from a system of ordinary differential equations and a porous media-like equation. We also construct a multiscale simulation to evaluate scenarios in population dynamics. Finally, we investigate non-equilibrium dynamics and phase transitions within a particle system extending the classical Ehrenfest model.

Our focus is two-fold: we increase the theoretical understanding of certain two-scale couplings, while on the other hand, we develop computational multiscale frameworks for a variety of scenarios known for their inherent complexity.

Ort, förlag, år, upplaga, sidor
Karlstad: Karlstads universitet, 2021. s. 212
Serie
Karlstad University Studies, ISSN 1403-8099 ; 2021:10
Nyckelord
multiscale modeling, finite element methods, interacting particle sytems, population dynamics, non-equilibrium dynamics
Nationell ämneskategori
Matematik
Forskningsämne
Matematik
Identifikatorer
urn:nbn:se:kau:diva-83568 (URN)978-91-7867-195-3 (ISBN)978-91-7867-205-9 (ISBN)
Disputation
2021-05-19, Via Zoom, 15:00 (Engelska)
Opponent
Handledare
Tillgänglig från: 2021-04-28 Skapad: 2021-03-31 Senast uppdaterad: 2025-10-17Bibliografiskt granskad

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Richardson, Omar

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Richardson, Omar
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Institutionen för matematik och datavetenskap (from 2013)
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