Coordinated design of active and reactive power modulation auxiliary loops of wind turbine generators for oscillation damping in power systems
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
The ability of modern wind turbine generators (WTGs) to rapidly and independently control active and reactive power outputs makes them attractive for the purpose of oscillation damping in power systems through P and Q modulation auxiliary loops. However, the problem of coordination and interaction of P and Q control loops emerges. The paper proposes a methodology for coordinated design of active and reactive power modulation loops of wind turbine generators. The method is based on a nonlinear constrained optimization approach with a properly chosen modal performance index as an objective function. The coordinated design is validated on the two-area benchmark system with a wind farm (WF) of significant capacity. The advantage of the control loops coordination approach is demonstrated through separate and simultaneous tuning of both controllers. Results show substantial improvement in damping low frequency inter-area mode, as well as proper coordination achieved between P an Q loops through the proposed methodology.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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