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Record W4298425936 · doi:10.1615/tsfp7.1520

INCOMPLETE SIMILARITY OF A PLANE TURBULENT WALL JET

2011· article· en· W4298425936 on OpenAlexaff
Noorallah Rostamy, Donald J. Bergstrom, David S. Sumner, J. D. Bugg

Bibliographic record

VenueProceeding of Seventh International Symposium on Turbulence and Shear Flow Phenomena · 2011
Typearticle
Languageen
FieldEngineering
TopicAerodynamics and Acoustics in Jet Flows
Canadian institutionsUniversity of Saskatchewan
Fundersnot available
KeywordsJet (fluid)TurbulencePhysicsPlane (geometry)MechanicsReynolds numberSimilarity (geometry)GeometryMathematicsImage (mathematics)Computer science

Abstract

fetched live from OpenAlex

Incomplete similarity for a plane turbulent wall jet is reported in this paper. Typically, a wall jet is divided into two regions: an inner layer and an outer layer. The degree to which these two layers reach equilibrium with each other, and produce a self-similar velocity profile remains an open question. In this paper, the theory of Barenblatt et al. (2005), which proposes incomplete similarity, is used to analyse the mean velocity field of a turbulent wall jet based on a new set of laser Doppler anemometry (LDA) measurements. The experiments were carried out in a water tank. The fluid was discharged with a velocity of U0 = 1.21 m/s through a rectangular slot with a height of H = 6 mm. The Reynolds number of the wall jet, based on the jet exit velocity and the slot height, was approximately Re = 7500. The similarity in both the inner and outer regions of the wall jet flow was studied in the nominally fully developed region of the jet, i.e. x/H > 30. The outer and inner half-widths are shown to develop differently in the streamwise direction when scaled with the jet slot width. Using outer scales, a good collapse of the experimental data can be seen in the outer region, while the profiles deviate from each other near the wall. In contrast, using the inner scales collapses the mean velocity profile in the inner region of the wall jet, but not in the outer region.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.003
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Simulation or modeling · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.002
Threshold uncertainty score0.003

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.001
Science and technology studies0.0000.001
Scholarly communication0.0020.001
Open science0.0010.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0010.000

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 head0.019
GPT teacher head0.214
Teacher spread0.195 · 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; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
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

Citations1
Published2011
Admission routes1
Has abstractyes

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