Evaluating Stator Core Interlamination: High Flux Test of Large AC Electric Machines using Telemetry
Why this work is in the frame
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Bibliographic record
Abstract
The stator core high flux test or core loop test of large generators, used to evaluate the interlaminar insulation and the settling of the stator core prior to its final tightening, requires the rotor to be removed and large excitation cables to be wrapped around the stator core, along with a high-power source. Once the core is energized to the required level of flux, typically 1.0 Tesla to 100% of the rated stator yoke flux density for new stator cores, the operator standing in the center of the stator core scans the bore to detect any hotspots using an infrared camera. To improve workplace health and safety during the core loop test, this paper presents two solutions using telemetry to minimize operator exposure to critical hazards such as high energy levels, high noise and vibration levels, and electromagnetic fields.
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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 | 0.002 |
| 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