Conuduction Heating for Adhesive Bonding of Rotorcraft Primary Structure
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
A final stage in the manufacturing of a rotorcraft structural article is presented. A single-part composite skin is stiffened with a series of pre-cured composite frames. Legacy designs feature either mechanically fastened metallic skin and frames, or longitudinally split composite skin bonded and fastened to composite frames. In the new design, all frames are simultaneously bonded using a high-performance, thermally-activated film adhesive. No fasteners are used. This approach improved the load transfer, damage tolerance, and part count. The success of this complex bonding operation is highly dependent on the control of the process parameters, mainly the bondline temperature. Required temperature uniformity across all bondlines was achieved by independently controlled conductive Heat Transfer Tiles (HTT's) dedicated to each frame. The National Research Council's HTT technology delivers non-uniform heat flux based on variable thermal boundary conditions which results in improved temperature uniformity compared to traditional heater blankets. Custom HTTs, control system and fixturing were evaluated and used to manufacture seven test articles. The success of the exercise was confirmed by process data, non-destructive, destructive, and full-scale testing.
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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