Structure preserving energy function including the synchronous generator magnetic saturation and sub‐transient models
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
This study presents, develops and evaluates a structure preserving energy function based on the sixth‐order generator model which is formulated with respect to the centre‐of‐inertia. Flux saturation and leakage flux effects are also included in the model. Each load is represented as voltage‐dependent load. It is demonstrated that the proposed energy function satisfies the energy function required conditions. This study also derives a modified energy function from the original development which provides a simpler representation with less computational need while preserving the same accuracy. Physical interpretation of each term of the modified energy function is also discussed. To evaluate and verify the accuracy of the modified energy function, the critical clearing time using potential energy boundary surface method and the time‐domain simulation results of a test system are presented. The calculation of the critical energy based on the proposed energy function differs by at least 10% (more accurate) compared with the existing energy functions.
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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 | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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