Trimmed Simulation of a Complete Helicopter Configuration in Hover Flight
Why this work is in the frame
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Bibliographic record
Abstract
Helicopter pilot needs persistent control to stay in hover because of main rotor wake-fuselage interaction as well as main rotor-tail rotor interaction. In the present research, the main rotor-tail rotor interference was examined with computation of the moment at the main rotor shaft and describing the wake structures of main rotor and tail rotor. It was confirmed that flapping response calculation is required in order to predict rotor aerodynamics accurately and achieve convergence of solution. Also, hover flight of complete helicopter configuration was simulated, and the required pilot control inputs were obtained through numerical trim process. The trimmed pilot input and predicted flapping angle were compared with analytic trim prediction result or flight test data. There needs to be further study to find the reason for deviation with flight test data.
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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 | 0.000 | 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