Effect of ambient condition on n-heptane droplet evaporation
Why this work is in the frame
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Bibliographic record
Abstract
Based on the theory of heat and mass transfer, an evaporation model for single droplet in the convection heat air environment was established. By comparing the experimental data, the correctness of the model was verified. The effects of the initial droplet diameter, ambient temperature, ambient pressure and flow intensity on the n-heptane droplet evaporation characteristics was analyzed. The results showed that ambient temperature, ambient pressure and flow intensity has a great influence on the n-heptane droplet evaporation, and the ambient temperature is the main factor, when the ambient temperature increased from 400K to 600K, the droplet lifetime decreased from 44ms to 6.5ms, shortened by 85.23%. Ambient temperature and flow intensity can accelerate n-heptane droplet evaporation, but the evaporation time was extended with the increase of the ambient pressure.
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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