Real-Time Simulation and Close-Loop Testing of Microgrids
Why this work is in the frame
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Bibliographic record
Abstract
As Distributed Energy Resources (DERs) are progressively integrated into electrical power systems, studies related to microgrid systems arise. Suitable testing tools are essential to accurately design and investigate microgrids and also to evaluate the corresponding control systems. This paper presents a testing platform for real-time simulation of microgrids with hardware-in-the-loop (HIL). A microgrid system with multiple DERs and loads is simulated in RTDS® real-time digital simulator. Typical control schemes for islanding detection, load shedding, and capacitor bank switching associated with the islanded and grid-connected operation are implemented in the physical controller, which is interfaced with RTDS using several communication protocols. The presented testing platform proves the feasibility of real-time simulation for microgrid applications with flexibility for various testing scenarios.
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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