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Record W2529309598 · doi:10.11159/ffhmt16.171

Experimental Study on Aerodynamic Performance of FFA-W3-270 Airfoil for Axial Wind Turbine Blade

2016· article· en· W2529309598 on OpenAlexaffvenue
Seyed-Reza Jafari-Gahraz, Tholudin Bin Hj. Mat Lazim, G. E. Schneider, Masoud Darbandi

Bibliographic record

VenueProceedings of the ... International Conference on Fluid Flow, Heat and Mass Transfer · 2016
Typearticle
Languageen
FieldEngineering
TopicWind Energy Research and Development
Canadian institutionsUniversity of Waterloo
Fundersnot available
KeywordsAirfoilAerodynamicsBlade (archaeology)TurbineTurbine bladeAerospace engineeringPhysicsMarine engineeringStructural engineeringEngineering

Abstract

fetched live from OpenAlex

The experimental tests are particularly important to achieve the high accuracy results for fluid flow around bodies and exact prediction of aerodynamics characteristics in industrial applications. Additionally the experimental results could be a credit yardstick to the validation of numerical results. In this study, we focus on the experimental investigation to analyse the aerodynamic characteristic of FFA-W3-270 airfoil. The airfoil shape has been adopted according to report for FFA airfoils series. The experiments were conducted at the Universiti Teknologi Malaysia Low Speed Wind Tunnel (UTM-LST). The experiments are accomplished to obtain lift, drag and moment coefficients and pressure distribution under various angles of attacks and the chord flow Reynolds number of 510 5 and 110 6 .

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: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.027
Threshold uncertainty score0.429

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 head0.020
GPT teacher head0.240
Teacher spread0.219 · 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

Citations1
Published2016
Admission routes2
Has abstractyes

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