Evaluations of Sag Mitigation Capability to Distribution Line Current Protection
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Bibliographic record
Abstract
Main duties of relay protection are correctly and quickly judging and clearing system faults, which greatly derive voltage sags in a distribution system. Whereas, it is less reported for the evaluation and application of sag mitigation capabilities to relay protection. By introducing the protection operation characteristic into the CBEMA (Computer Business Equipment Manufacturing Association) curve, the secure work region of sensitive equipment under voltage sags and the sag mitigation capabilities provided by current protection under system faults are presented and modeled. And then the maximum sag protection capabilities of current protection and the size of the secure work region can be achieved. Theoretical analysis and simulations prove that sag mitigation with relay protection is valid. Also, it is concluded that the only effective improvement is the extension of the instantaneous relay protection zone.
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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 | 0.000 | 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