Development of granular-medium-based impact energy management system
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
Abstract A granular-medium-based impact energy management system has been developed. The system was subjected to low-to-medium velocity regime impacts. Effects of lubrication of granules and defaulting of boundary conditions using Bravais cubic lattice structures have been investigated. Unlike traditional design platforms where heavy reliance is placed on the intrinsic properties of materials, experimental results indicate that the new system effectively relies on the underlying synergistic mechanisms to absorb and dissipate impact energy. Dynamic simulation results validate the system's practical relevance to the automotive industry and similar contexts. Keywords: bumpersgranular mediumimpact energyabsorptiondissipation. Acknowledgments Dynamic simulation was conducted by Qfinsoft (Pty) Ltd., South Africa. The information contained in this paper is protected by patents held by the Durban University of Technology.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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