Experimental Testing, Modeling, and Simulation of 3D Printed Composite Material for Morphing Wing Application
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
Morphing aircraft structures offer opportunities for the development of new aerospace technologies. A benchtopscale model of a morphed leading edge composed of a carbon nanotube-polyurethane stretchable skin and 3D printed substructure was designed and developed To improve the overall accuracy of the leading edge shape, the design of the sub-structure is to be optimized. This paper describes the material characterization of the 3D printed sub-structure. The properties of the sub-structure material were determined through flexural testing of 3D printed coupons. The material properties were then calibrated through finite element modeling of the test. Finally, these properties were applied to the model of a test specimen of variable thickness in order to validate their applicability for finite element analysis of increasingly complex shapes, such as those found in the morphed leading edge benchtop model. I.
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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