Distributed generation grid connection experiences minimizing high voltage equipments
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
Since 2007, farm-based biogas utilizing small synchronous generation has emerged in Ontario. Initial attempts at grid connection revealed several costly barriers. First, a requirement for proponents to pay for consequential upgrades to distribution infrastructure was mitigated through an amendment to the Ontario Distribution Code. Second, a requirement for transfer-trip to protect against feeder islanding was removed through the evolution of a low-cost alternative involving passive protections. Third, high-voltage equipments, contained in the standard grid connection designs, were considered disproportionately expensive. To minimize the use of such equipments: For connections to three-wire feeders, fast imbalance protection was employed to avoid using high-voltage potential transformers; For connections to feeders employing single-phase reclosers, the effective grounding requirement was relaxed, enabling high-voltage equipments associated with wye-delta transformation to be avoided; For connections to feeders with ganged three-phase reclosers, high-voltage equipments were avoided through utilizing a low-voltage wye-delta transformer for grounding.
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) | 0.001 | 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