On the Optimization of GAP-based Ducted Rocket Fuels from Gas Generator Exhaust Characterization
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Bibliographic record
Abstract
The performance of a ducted rocket motor depends greatly on the composition of the exhaust products from its solid fuel gas generator. A series of experiments has been conducted to characterize the exhaust of GAP/carbon gas generator fuels as a function of pressure and grain formulation. Fuel samples were ignited in a closed vessel and gases collected for further analysis using gas chromatography. The major gaseous components identified in the exhaust stream were nitrogen, hydrogen and carbon monoxide while the condensed phase was found to be a carbon-rich soot. The relative amounts of each major component depended greatly on the chamber pressure and the precise formulation used, thus providing a simple means of optimizing the exhaust composition to maximize the performance of the ducted rocket propulsion systems.
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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) | 0.001 | 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