Three-Phase Steady-State Model of Type-3 Wind Generation Unit—Part II: Model Validation and Applications
Why this work is in the frame
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Bibliographic record
Abstract
This paper presents the implementation and validation of the sequence-frame model of the Type-3 wind generation unit and the sequential sequence-frame power-flow solver (sequential-SFPS) algorithm, developed in the Part I of this paper. A set of case studies are reported to (1) validate the numerical accuracy of the developed model and the power-flow algorithm, (2) quantify the impact of the Type-3 control strategy on the steady-state three-phase power-flow solution, and (3) demonstrate the computational efficiency of the sequential-SFPS. Three test systems of different topologies, sizes, and parameters are examined. Where applicable, the results are validated based on comparison with the exact time-domain solution, using the PSCAD/EMTDC software tool.
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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