Wrinkle localization in membrane structures patched with macro-fiber composite actuators: Inflatable space antenna applications
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
Kapton membranes have received much attention in the fabrication of space inflatable antenna technology in the recent years. While prized for their light designs, their delicate nature makes them susceptible to various kinds of disturbances in space environments that result in structural vibrations or wrinkle formation. In this regard, macro-fiber composite actuators have been commonly used for vibration control of these membrane structures. However, wrinkle control remains one of the major challenges in their designs. Some of the research in the previous literature has attempted to quantify the wrinkle behavior of these membranes when subject to boundary forces. Yet, in all the previous study, the effects of macro-fiber composite patches, a major compartment of these structures, on their wrinkle formation have been ignored. The presented article studies the effects of these patches on localization of wrinkles and their patterns in Kapton membranes. The numerical results are validated experimentally using photogrammetry techniques. Two membrane configurations are studied: one considers rectangular membranes with clamped-sliding boundary conditions and the other pertains to square membranes with symmetric corner loadings.
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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