On-line monitoring of transformer via transfer function
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
Frequency response analysis method is one of the most frequently used diagnostic tools for investigating coil deformation. Transfer function is unique for each system and it changes with a variation of the system parameters. On-line measured transfer function with a suitable transformer model and the estimation of parameters can support the diagnostic. Condenser bushings rated 115 kV and above are usually provided with taps and this can be used for on-line monitoring of the transfer function. A new technique for on-line transfer function monitoring of power transformer through its bushing taps or non-invasive capacitive sensors installed on the surface of transformer bushing is presented. To evaluate the feasibility of this method, the transfer functions of a 13 kV / 230 kV / 400 kV, 500 MVA auto transformer are monitored in frequency domain in offline conditions.
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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