Evaluation of Lattice-Augmented Hybrid Rocket Fuels on a Slab Burner
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Bibliographic record
Abstract
View Video Presentation: https://doi.org/10.2514/6.2021-3518.vid The poor mechanical properties associated with wax-based hybrid rocket fuels is a persistent challenge for propulsion designs utilizing this type of fuel. A novel method of improving the mechanical properties of the fuel by embedding a structural lattice within the body of the wax has begun to receive interest in the literature. The current work examines the change in fuel regression rate resulting from lattice-augmentation. Data collected on an optically accessible slab burner has been compared to a preliminary analytical model developed to predict the regression rate of paraffin-based fuels augmented with lattices. Further work is required to match the experimental results observed for the polylactide (PLA) and acrylonitrile butadiene styrene (ABS) lattices tested.
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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 | 0.001 | 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