Stretchable Structure for a Benchtop-Scale Morphed Leading Edge Demonstration
Why this work is in the frame
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Bibliographic record
Abstract
Adaptive structures and morphing aircraft technologies have generated much interest in the aerospace community, including regular sessions at AIAA conferences. However, due to the lack of suitable materials to make stretchable structures with loadbearing ability, relatively few works address the development of morphing wings that undergo substantial area change despite the advantage of doing so for the aerodynamic performance. At SciTech 2018 we first presented an approach to development of a stretchable skin based on carbon nanotube-polyurethane sheets with approximately 25 wt.% carbon nanotubes. In this paper we describe the production and properties of the nanocomposite skin, a complimentary support structure produced via structural optimization and 3D printing, and integration of these components along with a custom-designed actuation mechanism within a 25 cm wide, 200 cm long benchtop-scale morphing leading edge demonstration.
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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