Coolant Flow Distribution and Pressure Loss in ONAN Transformer Windings—Part II: Optimization of Design Parameters
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
For pt.1, see ibid., vol.19, no.1, p.186-93, January 2004. The effects of total mass flow rate, flow arrangement, and geometrical parameters in ONAN transformer windings are investigated. It is found that the conventional minor losses are predominant in determining the mass flow distribution and pressure losses for the present flows. The sizes of the cooling ducts and the number of disks per pass have strong influence on both the mass flow distribution and the pressure loss. Flow arrangement in the horizontal ducts can have significant influence on the flow distribution, hence on the hot spot formation. Since the rate of heat generation increases in the vertical direction, a corresponding increase in the cooling oil flow rate vertically will optimize winding performance.
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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