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Title page for ETD etd-07092007-135304


Type of Document Dissertation
Author Choi, Seo-eun
URN etd-07092007-135304
Title A Statistical Approach to an Ocean Circulation Inverse Problem
Degree Doctor of Philosophy
Department Statistics, Department of
Advisory Committee
Advisor Name Title
Fred W. Huffer Committee Co-Chair
Kevin G. Speer Committee Co-Chair
Craig Nolder Committee Member
Wei Wu Committee Member
Xufeng Niu Committee Member
Keywords
  • MCMC
  • Gibbs Sampler
  • Gulf Stream
Date of Defense 2007-07-05
Availability unrestricted
Abstract
This dissertation presents, applies, and evaluates a statistical approach to an ocean circulation problem.

The objective is to produce a map of ocean velocity in the North Atlantic based

on sparse measurements along ship tracks, based on a Bayesian approach with a physical model.

The Stommel Gulf Stream model which

relates the wind stress curl to the transport stream function is the physical model.

A Gibbs sampler is used to extract features from the posterior velocity field. To specify the prior,

the equation of the Stommel Gulf Stream model on a two-dimensional grid is used.

Comparisons with earlier approaches used by oceanographers are also presented.

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