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A Statistical Approach to an Ocean Circulation Inverse Problem

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. / A Dissertation submitted to the Department of Statistics in partial fulfillment of the requirements for the degree of Doctor of Philosophy. / Summer Semester, 2007. / JULY 5, 2007. / MCMC, Gibbs Sampler, Gulf Stream / Includes bibliographical references. / Fred W. Huffer, Professor Co-Directing Dissertation; Kevin G. Speer, Professor Co-Directing Dissertation; Craig Nolder, Outside Committee Member; Xufeng Niu, Committee Member; Wei Wu, Committee Member.

Identiferoai:union.ndltd.org:fsu.edu/oai:fsu.digital.flvc.org:fsu_182008
ContributorsChoi, Seo-eun, 1971- (authoraut), Huffer, Fred W. (professor co-directing dissertation), Speer, Kevin G. (professor co-directing dissertation), Nolder, Craig (outside committee member), Niu, Xufeng (committee member), Wu, Wei (committee member), Department of Statistics (degree granting department), Florida State University (degree granting institution)
PublisherFlorida State University, Florida State University
Source SetsFlorida State University
LanguageEnglish, English
Detected LanguageEnglish
TypeText, text
Format1 online resource, computer, application/pdf
RightsThis Item is protected by copyright and/or related rights. You are free to use this Item in any way that is permitted by the copyright and related rights legislation that applies to your use. For other uses you need to obtain permission from the rights-holder(s). The copyright in theses and dissertations completed at Florida State University is held by the students who author them.

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