A Novel, Low Reynolds Number Moment Balance Design for Micro Air Vehicle Research
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
The aerodynamic performance of airfoils operating at Reynolds numbers below 100,000 has been of interest due to a variety of applications in the realm of unmanned remotely piloted vehicles, small machinery, and micro air vehicles (MAVs). Design and testing of airfoils to meet the performance requirements of a specific environment is challenging due to a lack of experimental data and a diverse understanding of airfoil characteristics in a low Reynolds flow environment. To study airfoils at very low Reynolds numbers and experimentally measure aerodynamic coefficients, a simple mechanical balance was designed to measure both pitch and roll moments. Several small scale flat plates and cambered airfoils are used to statistically evaluate the performance of the mechanical balance system.
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Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it