Modeling and identification of a heated cylinder from perturbations in the drying contact surface
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 based physical model for the prediction of the evolution of humidity and temperature of a thin web of fibrous material and the spatial cylinder temperature during the fabrics drying on a heated-induction cylinder was developed. The model includes heat transfer by conduction, convection, and radiation as well as the energy loss due to water evaporation. A good agreement was found between the physical model results and the experimental measurements of the fabrics humidity and temperature at the dryer exit, and the cylinder temperature along the cylinder perimeter. Simulation results from this model allowed the identification models for this variables process (humidity and temperature of the web of fibrous material and the cylinder temperature), with the contact surface between the fabrics and the hot surface of the cylinder as the manipulated variable, and the humidity of the fabrics entering the dryer as the perturbation variable. The simulation of the process with the identification models was validated with experimental results too and good agreement was found between the identification model results with the experimental measurements for the process variables from the dryer.
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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