The Eroding DBA Detection in AC Inclined Plane Tracking and Erosion Test Using UHF Antenna
Why this work is in the frame
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Bibliographic record
Abstract
In this work, ultra-high frequency detection of eroding dry band arcing is employed as an online and non-intrusive technique to identify deep erosion failure during the AC inclined plane test. To this end, tests are conducted on silicone rubber under three different voltages, while simultaneously measuring leakage current, surface temperature, and ultra-high frequency signals using a horn antenna. No ultra-high frequency detection is obtained during the mild dry band arcing in the test, which does not lead to erosion. In contrast, detection becomes evident during stable dry-band arcing activity, particularly when the intensity becomes significant. Ultra-high frequency measurements indicate that the intensity of detection increases with the severity of eroding dry-band arcing during the test and with higher test voltages.
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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 | 0.001 |
| 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