Study on the temperature dissipation performance of brake pads with different surface patterns
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
Drum brakes may fail due to overheating in the contact area during frequent braking. This research takes the honeycomb structure with excellent heat dissipation and strength as the biomimetic object, and processes different biomimetic patterns on the surface of the brake pad. Using a self-made drum brake test bench, the changes in braking duration and surface temperature of different biomimetic pattern brake pads under emergency braking and repeated braking tests at different braking intervals are studied. The experimental results indicate that the braking duration of patterned brake pad is 7.82%–11.8% shorter than that of normal brake pads. Although the temperature of normal brake pads is lower at the end of braking, as the heat dissipation cycle prolongs, patterned brake pads exhibit faster heat dissipation, with honeycomb patterns having better heat dissipation than circular and square patterns. Using the least squares method, it was calculated that when the braking cycles were greater than 10.3, 12.0, and 14.5 s, the braking heat dissipation effect of honeycomb, circular, and square brake pads was better than that of normal brake pads. These results validate that honeycomb patterned brake pads can alleviate the occurrence of thermal degradation in drum brakes.
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