Influence of liquid slosh on ride quality of liquid cargo tank vehicles
Why this work is in the frame
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Bibliographic record
Abstract
Ride comfort helps to improve driving safety and vehicle control by increasing the stability of the vehicle and reducing driver fatigue. This paper investigates the ride quality of liquid cargo vehicles subjected to sloshing forces generated by the liquid carried in a partially filled tank. A multi- degree-of-freedom model of the dynamic response of the tank vehicle is established for the analysis of ride quality in a low-frequency domain. The dynamic liquid motion within the tank is modelled with a spring-mass sloshing system. Vibration data numerically simulated with the models are prepared as power spectral density (PSD) plots for the vertical and horizontal accelerations of the seat. Influences of various road conditions, liquid fill levels, vehicle speeds and types of seat suspension system on the ride quality of the vehicles are analysed and compared.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| 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