Numerical simulation of resin infusion and reinforcement consolidation under flexible cover
Why this work is in the frame
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Bibliographic record
Abstract
Abstract This paper presents the physical phenomena and equations governing resin infusion under a flexible cover. This composite manufacturing process known as vacuum assisted resin infusion (VARI) is analyzed here when the reinforcement is covered by a thin plastic film and resin is injected by gravity after a partial level of vacuum has been achieved in the cavity. In this process, the plastic cover is deformed as the resin fills up the mold cavity. Coupling between the mechanical deformation of the flexible cover and the resin flow inside the mold cavity is described by a set of mathematical equations with boundary conditions. Based on this model, a general methodology is developed to simulate numerically the resin flow during the infusion process. Validation of the numerical results is performed by comparison with a series of experiments. POLYM. COMPOS. 26:417–427, 2005. © 2005 Society of Plastics Engineers
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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