University of Cambridge
A dynamical systems approach to the study of local phenomena in fluid flows
Abstract
dc:description.abstractThe emergence of data-driven methods has fueled a newfound interest in the utilization of nonlinear tools from dynamical systems theory. In fluid dynamics, prominent examples are Koopman eigenfunctions (through dynamic mode decomposition) and spectral submanifolds. Due to their immense popularity, both of these techniques have been studied extensively, to the point that most aspects regarding their implementation are now fully fleshed out. However, there is one issue that has remained mostly untouched, and it is perhaps the most pressing one -- the mathematical foundation of these tools. While the theory is well understood in the case of finite-dimensional systems, fluid dynamics is inherently infinite-dimensional, which calls for a more careful assessment. The goal of this thesis is to address precisely this concern, and provide a rigorous backbone to the routinely conducted numerical studies. To do so, we give existence and uniqueness results for spectral submanifolds, invariant foliations and Koopman eigenfunctions in the full, infinite-dimensional phase space of certain partial differential equations, notably the Navier-Stokes system on a bounded domain.
Degree
thesis:*- Name dc:type.qualificationname
- Doctor of Philosophy (PhD)
- Level dc:type.qualificationlevel
- Doctoral
- Grantor dc:publisher.institution
- University of Cambridge
- Year dc:date.issued
- 2024
Author and committee
dc:creator, dc:contributor.*- Author dc:creator
-
- Buza, Gergely
- Advisor dc:contributor.advisor
-
- Kerswell, Rich
Subjects
dc:subject × 1Rights
dc:rights- Licence
- Language dc:language
- eng
Identifiers
dc:identifier.*- DOI dc:identifier.doi
- https://doi.org/10.17863/CAM.117101
- OAI identifier oai:identifier
- oai:www.repository.cam.ac.uk:1810/382116