Starting Performance of Saturated Induction Motors
Why this work is in the frame
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Bibliographic record
Abstract
The determination of the induction machine starting performance has traditionally been based on the constant parameter models. Magnetic saturation is unavoidable in most electrical machines and induction motors are no exception. So, an accurate study of their performance should necessarily consider the magnetic saturation effects. In this paper, a simple experimental procedures to determine the machine's main flux saturation characteristic and both stator and rotor leakage flux saturation characteristics are adopted. Three models of saturated induction motors are developed to predict the starting performance of a laboratory wound-rotor induction motor. The results calculated by the proposed models considering and ignoring the main and the leakage flux saturation are compared with the experimental results. The model that considers saturation both in the main and the leakage flux paths produces the most accurate starting responses.
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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 | 0.000 |
| 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