Stress Behaviour Improvement of Automobile Flywheel Under High Centrifugal Forces
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
Clutch components rotating at high speed remain under the influence of high centrifugal forces. Therefore at the high rotational speed flywheel is subjected to extreme forces that may cause severe cracks and breakages. During driving condition vehicle can be used in different engine RPM. Burst test validates the mechanical robustness of the flywheel under various rotational speeds. In this study finite element analysis has been used for calculating stress values of flywheel. In order to simulate burst test, finite element method can be used that provides estimation instead of prototypes production which causes time and money consumption. Additionally design of experiment method has been used for obtaining the response surface that approximates the stress behaviour of automobile flywheel. Data fitting method was applied to determine objective function. Two shape parameters have been selected for observing change of stress value. It provides strong correlation between fea results and data fittings calculation that gives extra contribution to reduce the design process.
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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 | 0.001 | 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