Remote Terminal Units for Distribution Automation: Development and Commissioning Experience
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
This paper describes indigenous design, development, and commissioning of Remote Terminal Units (RTUs) for computer-aided monitoring and control of 10 MVA power distribution network of Indian Institute of Technology Kanpur in India. RTUs play a significant role in data monitoring and control of the power distribution network from a remote location. Remote monitoring and control of the distribution system is also called Distribution Automation (DA). The developed and commissioned RTUs are based on an architecture that eliminates the requirement of DC transducer stage. This significantly reduces the cost and size of the RTU and the effort required during installation and commissioning of the RTU. The developed RTUs support the industry standard open protocol “Distributed Network Protocol (DNP3.0)” for data communication.
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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