Entropic gradient flows on the Wasserstein space via large deviations from thermodynamic limits

In a seminal work, Jordan, Kinderlehrer and Otto proved that the Fokker-Planck equation can be described as a gradient flow of the free energy functional in the Wasserstein space, bringing this way the statistical mechanics point of view on the diffusion phenomenon to the foreground. The aim of this...

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Main Author: Laschos, Vaios
Other Authors: Zimmer, Georg ; Schwetlick, Hartmut
Published: University of Bath 2013
Subjects:
519
Online Access:https://ethos.bl.uk/OrderDetails.do?uin=uk.bl.ethos.589659
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spelling ndltd-bl.uk-oai-ethos.bl.uk-5896592019-03-14T03:29:47ZEntropic gradient flows on the Wasserstein space via large deviations from thermodynamic limitsLaschos, VaiosZimmer, Georg ; Schwetlick, Hartmut2013In a seminal work, Jordan, Kinderlehrer and Otto proved that the Fokker-Planck equation can be described as a gradient flow of the free energy functional in the Wasserstein space, bringing this way the statistical mechanics point of view on the diffusion phenomenon to the foreground. The aim of this thesis is to show that it is possible to retrieve this natural coupling of functional and metric, by studying the large deviations of particle models. More specically, for the case where the ambient space is the real line, it is proved that the free energy functional can be retrieved as an asymptotic Gamma-limit ( ! 0) of the rate function of a large deviation principle, minus the square of the Wasserstein distance (normalized by time). Furthermore, for a special case where both measures in the denition of the rate function are Gaussians, its value and the rate of convergence are being calculated explicitly.519University of Bathhttps://ethos.bl.uk/OrderDetails.do?uin=uk.bl.ethos.589659Electronic Thesis or Dissertation
collection NDLTD
sources NDLTD
topic 519
spellingShingle 519
Laschos, Vaios
Entropic gradient flows on the Wasserstein space via large deviations from thermodynamic limits
description In a seminal work, Jordan, Kinderlehrer and Otto proved that the Fokker-Planck equation can be described as a gradient flow of the free energy functional in the Wasserstein space, bringing this way the statistical mechanics point of view on the diffusion phenomenon to the foreground. The aim of this thesis is to show that it is possible to retrieve this natural coupling of functional and metric, by studying the large deviations of particle models. More specically, for the case where the ambient space is the real line, it is proved that the free energy functional can be retrieved as an asymptotic Gamma-limit ( ! 0) of the rate function of a large deviation principle, minus the square of the Wasserstein distance (normalized by time). Furthermore, for a special case where both measures in the denition of the rate function are Gaussians, its value and the rate of convergence are being calculated explicitly.
author2 Zimmer, Georg ; Schwetlick, Hartmut
author_facet Zimmer, Georg ; Schwetlick, Hartmut
Laschos, Vaios
author Laschos, Vaios
author_sort Laschos, Vaios
title Entropic gradient flows on the Wasserstein space via large deviations from thermodynamic limits
title_short Entropic gradient flows on the Wasserstein space via large deviations from thermodynamic limits
title_full Entropic gradient flows on the Wasserstein space via large deviations from thermodynamic limits
title_fullStr Entropic gradient flows on the Wasserstein space via large deviations from thermodynamic limits
title_full_unstemmed Entropic gradient flows on the Wasserstein space via large deviations from thermodynamic limits
title_sort entropic gradient flows on the wasserstein space via large deviations from thermodynamic limits
publisher University of Bath
publishDate 2013
url https://ethos.bl.uk/OrderDetails.do?uin=uk.bl.ethos.589659
work_keys_str_mv AT laschosvaios entropicgradientflowsonthewassersteinspacevialargedeviationsfromthermodynamiclimits
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