Modeling and dimensioning of High Voltage pulse transformers for klystron modulators
Why this work is in the frame
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Bibliographic record
Abstract
In linear particle accelerators, klystrons operating in synchronized pulsed mode are used for RF power production and their power supply is provided by modulators that are high voltage and high power pulse generators. One solid state topology of klystron modulator is using a monolithic High Voltage pulse transformer. Future electron-positron linear colliders like the Compact Linear Collider (CLIC) will need a huge number of klystron modulators with tight dynamical specifications and high efficiency for minimizing their power consumption. With such new complex specifications, the feasibility of the modulator topology needs the development of an accurate methodology for the design of High Power & High Voltage Pulse Transformers. This paper presents the first development steps of an optimal design environment of these devices in terms of modeling & dimensioning tools and its applications.
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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