On using distributed energy resources to reshape the dynamics of power systems during transients
Why this work is in the frame
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Bibliographic record
Abstract
This work investigates controlling the operation of distributed energy resources (DERs) in order to reshape the dynamics of the power system during instability periods. Specifically, the output of the DERs is controlled using a linear feedback optimal (LFO) controller for stabilizing the rotor speeds of the synchronous generators after the occurrence of a disturbance in the power grid. Based on optimal linear-quadratic control theory, the proposed LFO controller relies on receiving timely system information to employ fast-acting DERs that are situated near synchronous generators in order to drive the rotor speed of the generators to stability. The performance of the proposed controller is investigated on the 39-bus 10-generator New England test power system. Further, the performance of the LFO distributed controller is investigated in the presence of non-ideal practical measurement, communication, and storage constraints.
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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