Three Dimensional Micro-Mechanical Modeling of Woven Fabric Composites
Why this work is in the frame
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Bibliographic record
Abstract
A three dimensional micro-mechanical model is developed by using a three dimensional geometric model and the variational principles for woven fabric composites. The unified modeling strategy starts with developing the three dimensional description of the general woven fabric geometry based on textile processing science, and then a variational potential energy method and a variational complementary energy method are presented respectively to obtain the three dimensional stiffness and compliance matrices associated with the geometric model. This method takes into account the continuity of the yarn without having to discretize it as previous methods. This study results in new closed form of continuous integration formulae to predict 3D elastic properties for woven fabric composites, which can provide a link between micro-structural design and macro-structural analysis. The model is validated by experiments available in the literature [35,36].
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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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 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) | 0.003 | 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