Calculating Rainfall Flow in a Substation Hydraulic System
Why this work is in the frame
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Bibliographic record
Abstract
This paper describes a methodology for estimating rainfall discharge to an oil-water separator.The methodology is part of a comprehensive program for substation maintenance analysis developed by Hydro-Quebec.One purpose of hydraulic systems in substations is to collect rainwater with residual oil through a series of different types of oil collection pits connected to a system of conduits in turn connected to an oil-water separator.The oil collection pits and the separator are designed to protect the environment from oil spills or leaks.The methodology developed determines discharge from the pits through outlets of various design using a method of explicit time integration of analytical and empirical equations.One-dimensional Saint-Venant equations were solved by successive approximation using the under-relaxation method to model flow in the conduit network.A fictitious substation is used as an example and the accuracy of the results is analyzed and confirmed.
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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 | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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