Stochastic analysis and partial differential equations: theory and numerics
dc.contributor.advisor
Oh, Tadahiro
en
dc.contributor.advisor
Pocovnicu, Oana
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dc.contributor.author
Trenberth, William John
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dc.date.accessioned
2021-02-20T03:05:24Z
dc.date.available
2021-02-20T03:05:24Z
dc.date.issued
2020-11-30
dc.description.abstract
This thesis is concerned with problems at the interface of stochastic analysis and
partial differential equations (PDEs). In particular, we focus on two different classes
of problem: the transport of measures under the flow of nonlinear PDEs and the
global well-posedness of singular stochastic PDEs. First we present a work, joint with
J. Forlano, studying the transport of Gaussian measures on periodic functions under
the flow of the fractional nonlinear Schrödinger equation on the 1-dimensional torus.
In particular, we prove that Gaussian measures are quasi-invariant under this flow.
We present another work, joint with P. Sosoe and T. Xiao, demonstrating that, in the
3-dimensional setting, Gaussian measures on periodic functions are quasi-invariant
under the flow of nonlinear wave equations with polynomial nonlinearity. With regard
to singular stochastic PDEs, under certain conditions on the coefficients, we prove
the global well-posedness of the renormalised stochastic complex Ginzburg-Landau
equation on the 2-dimensional torus. To conclude this thesis, from a numerical
perspective we study the transport of Gaussian measures, under the flow of nonlinear
PDEs, by way of Monte-Carlo simulation. More specifically, for several PDEs, we
generate a large number of solutions, with initial data sampled from a Gaussian
measure, and then examine statistical properties of the ensemble of solutions. These
simulations illustrate the equations and problems studied in this thesis and give
insight into conjectures beyond current theoretical techniques.
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dc.identifier.uri
https://hdl.handle.net/1842/37505
dc.identifier.uri
http://dx.doi.org/10.7488/era/789
dc.language.iso
en
dc.publisher
The University of Edinburgh
en
dc.relation.hasversion
J. Forlano, W. J. Trenberth, On the transport of Gaussian measures under the one-dimensional fractional nonlinear Schrödinger equations, Ann. Inst. H. Poincare Anal. Non Lineaire 36 (2019), no. 7, 1987–2025.
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dc.relation.hasversion
P. Sosoe, W. J. Trenberth, T. Xiao, Quasi-invariance of fractional Gaussian fields nonlinear wave equation with polynomial nonlinearity arXiv:1906.02257 [math.AP].
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dc.relation.hasversion
W. J. Trenberth, Global well-posedness for the two-dimensional stochastic complex Ginzburg-Landau equation, arXiv:1911.09246 [math.AP].
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dc.subject
partial differential equations
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dc.subject
PDE
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dc.subject
Stochastic analysis
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dc.subject
singular SPDEs
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dc.subject
statistical properties
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dc.title
Stochastic analysis and partial differential equations: theory and numerics
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dc.type
Thesis or Dissertation
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dc.type.qualificationlevel
Doctoral
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dc.type.qualificationname
PhD Doctor of Philosophy
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