Remote Measurement of Flame Temperature Based on Fine Structures of Molecular Rotation-Vibration Spectra
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Bibliographic record
Abstract
The temperature is a very important parameter of solid propellant.The method of remote measuring flame temperature by the fine structures of molecular rotation-vibration spectra was studied.Some line shapes of molecular spectra were analyzed based on broadening principle of line shapes for molecular spectra.According to Beer-Lambert's law,the data points which were influenced by absorption of cold gas in air were removed.Then,the fit of spectral line shape was performed using the data points of two sides of spectra.The flame temperature was retrieved using data fitted by remote method for fine structures of molecular rotation-vibration spectra.The infrared emission spectra of alcohol burner flame were measured with a Canada Momem MR-154 FTIR spectrometer.The calculated temperature was 415℃ within the temperature range of alcohol burner(400—500℃).
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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