Full-Configuration CFD Analysis of the S-97 RAIDER
Bibliographic record
Abstract
The S-97 RAIDERTM is a next-generation light tactical helicopter which uses a coaxial dual main rotor and aft-mounted propeller for auxiliary propulsion. This advanced configuration presents challenges for aerodynamic modeling, particularly with regard to the interactions between various components and their dependency on flight condition and trim state across a wide envelope. This paper describes continued research into the aerodynamics of the coupled aircraft components. Computational simulations of multiple combinations of components have been conducted for a series of pitch sweeps and flight conditions. These computational fluid dynamics (CFD) results are compared to available scale-model wind-tunnel test results. As is typical with development programs, changes were made between the original small-scale testing and analysis, and the current flight-test aircraft. In addition, the available computational methods and processing capabilities have improved significantly since the program started in 2010.
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How this classification was reachedexpand
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".