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Record W7002454869

The Nature and Variability of Eddy Kinetic Energy in an Ocean General Circulation Model
\nWith a Focus on the South Pacific Subtropical Gyre and the Labrador Sea

2019· dissertation· en· W7002454869 on OpenAlexaboutno aff

Bibliographic record

VenueMultimedialer Archiv- und Publikationsserver der Christian-Albrechts-Universität zu Kiel (Christian-Albrechts-Universität zu Kiel) · 2019
Typedissertation
Languageen
FieldComputer Science
TopicData Analysis with R
Canadian institutionsnot available
Fundersnot available
KeywordsBaroclinityOcean gyreEddyRossby waveBoundary currentDownwellingConvectionOcean currentThermohaline circulationOcean dynamics
DOInot available

Abstract

fetched live from OpenAlex

This thesis focuses on the nature of oceanic Eddy Kinetic Energy (EKE), its generation and temporal variability. An Ocean General Circulation Model (OGCM) based on the NEMO code builds the foundation for these investigations. For a first case study, several simulations of a 1/4° configuration are used to investigate the temporal variability of EKE in the South Pacific Subtropical Countercurrent (STCC). Decadal changes in wind stress curl associated with the Interdecadal Pacific Oscillation (IPO) lead to up- and downwelling in the STCC, influencing the meridional density gradient and thereby STCC strength, baroclinic instability and the resulting EKE. An additional 30 to 40% of the local density anomalies can be explained by long baroclinic Rossby waves propagating into the region, modulating the decadal signal of the IPO’s influence in the STCC on interannual time scales. In a second case study, the model’s horizontal resolution is regionally increased to 1/20° in the North Atlantic to investigate different types of mesoscale eddies in the Labrador Sea. On decadal time scales, the temporal variability of EKE in the LS is driven by the large-scale atmospheric circulation. In the case of Convective Eddies (CE), local winter heat loss leads to deep convection, a baroclinically unstable rim-current is established along the edge of the convection area and generates EKE at mid-depth. The variations of EKE associated with the surface intensified Irminger Rings (IR) and Boundary Current Eddies are driven by the large-scale changes of the currents of the subpolar gyre. While IR play a vital role in stratifying large parts of the LS and thus suppressing deep convection, CE are the major driver of rapid restratification during and after deep convection.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.003
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies, Scholarly communication, Open science, Research integrity
Consensus categoriesMeta-epidemiology (narrow), Research integrity
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Simulation or modeling · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.878
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.001
Meta-epidemiology (narrow)0.0020.001
Meta-epidemiology (broad)0.0020.001
Bibliometrics0.0020.003
Science and technology studies0.0020.002
Scholarly communication0.0010.005
Open science0.0050.001
Research integrity0.0020.003
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.010
GPT teacher head0.223
Teacher spread0.213 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; both teacher heads agree on what is shown here.

Study designSimulation or modeling
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2019
Admission routes1
Has abstractyes

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