Integrated momentum wheel and differential braking control to improve vehicle dynamic performance
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
Recent studies showed that active yaw moment control is the most effective method to improve the stability and road handling of vehicles. Corrective yaw moment action should be applied to a vehicle in order to improve the vehicle dynamic performance. The corrective yaw moment is directly related to the interaction between the tires and road, which could either be generated directly or indirectly. Subsequently, the performance of the yaw moment control system, in low-friction road conditions, would noticeably be reduced. An innovative method is proposed to generate the corrective yaw moment by utilizing a momentum wheel that works independent of the tire/road interaction. A comprehensive dynamic analysis of this model, when is integrated with a direct yaw moment control system, has been carried out. Computer simulation results for the vehicle model combined with an integrated momentum wheel and differential braking, under different road conditions, are presented.
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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) | 0.001 | 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