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Record W4400235783 · doi:10.11159/ffhmt24.025

Induced Flow Field by an Array of Four Synthetic Jet Actuators Issued in a Quiescent Surrounding

2024· article· en· W4400235783 on OpenAlexvenueno aff
Hossein Khanjari, Ronald Hanson

Bibliographic record

VenueProceedings of the ... International Conference on Fluid Flow, Heat and Mass Transfer · 2024
Typearticle
Languageen
FieldEngineering
TopicFluid Dynamics and Turbulent Flows
Canadian institutionsnot available
Fundersnot available
KeywordsSynthetic jetJet (fluid)ActuatorFlow (mathematics)MechanicsField (mathematics)Flow control (data)PhysicsAerospace engineeringAcousticsEngineeringElectrical engineeringTelecommunicationsMathematics

Abstract

fetched live from OpenAlex

The induced flow by an array of four synthetic jet actuators with rectangular orifices with a fixed aspect ratio and a fixed centre-to-centre spacing of 8 mm between the jets, at a constant Reynold number (Re) of 660, and three frequencies, that define the Strouhal number (St), is studied experimentally.Five phase differences () from 0 to 180 are applied between the actuators on the far right and the far left and the two middle ones.It is shown that the induced flow field is strongly influenced by the Strouhal number, and phase difference between the actuators.Phase differences of = 45, and 90 show constructive interaction between the induced flows by the array of actuators.For the higher Strouhal numbers the results indicate less decay in the time averaged velocity.

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.734
Threshold uncertainty score0.649

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
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 head0.018
GPT teacher head0.231
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; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designBench or experimental
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
Published2024
Admission routes1
Has abstractyes

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