Real-Time Implementation of Short-Term Voltage Stability Prediction Scheme
Bibliographic record
Abstract
A pre-identified voltage template based Short-term Voltage Stability (SVS) assessment scheme is implemented on a real-time platform to verify the operational accuracy by mitigating practical issues such as Phasor Measurement Unit (PMU) data losses. This system is implemented on a supervisory level computer with the aid of synchrophasor application platform called PhasorSmart®. The real-time voltage magnitudes required to mimic power system operational conditions are provided through a Real-time Digital Simulator (RTDS®). The IEEE Nordic 32 bus system is simulated, and the real-time voltage magnitudes are published through synchrophasor protocol. The data received at the supervisory-level computer is then fed to the PhasorSmart® platform where proposed scheme is programmed using C++. Finally, performance of the proposed SVS prediction schemes under practical operational scenarios is analyzed and validated.
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How this classification was reachedexpand
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) | 0.002 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".