Operational Flexibility Enhancement Using Optimally-Allocated Distributed Generation Units and Capacitor Banks in Active Distribution Networks
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 optimal allocation of Distributed Generation (DG) units and Capacitor Banks (CBs) is a key solution for minimizing power losses and enhancing power quality within active distribution networks. This paper aims at investigating the impact of optimally-allocated DG units and CBs in active distribution networks on enhancing operational flexibility. The IEEE 33-Bus Test System with optimally-allocated DG units and CBs is employed to evaluate voltage flexibility across all buses. Co-simulation using ETAP and MATLAB software is conducted to assess voltage flexibility for all buses considering voltage deviations, voltage stability indices, voltage flexibility indices, and Q-V sensitivity analysis.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| 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