Designing advanced structural composites based on mechanical performances analysis of the variable topology spacecrafts
Bibliographic record
Abstract
Increasingly complex space operations require novel advanced structural composites for reconfigurable spacecrafts to have excellent flexural strength in reconfiguration processing and orbital maneuvering. Functionalized multiwalled carbon nanotubes (MWCNTs) are performed to fabricate the MWCNTs/carbon fiber/N, N′‐4, 4′‐bimaleimide diphenyl methane/diallylbisphenol A (MWCNTs/CF/BMI/DBA) composites. ANSYS analysis reveals that the requiring lowest flexural strength of the composites is 1,150 MPa to meet actual requirements. The flexural strength of the MWCNTs/CF/BMI/DBA composites with 1 wt% functionalized MWCNTs can fully meet the actual use for reconfigurable spacecrafts. And the thermal stabilities of the MWCNTs/CF/BMI/DBA composites are increased with the increasing addition of MWCNTs. POLYM. COMPOS., 35:2018–2022, 2014. © 2014 Society of Plastics Engineers
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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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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".