AC Loss Analysis of Central Solenoid Model Coil for China Fusion Engineering Test Reactor
Why this work is in the frame
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Bibliographic record
Abstract
Central solenoid (CS) is one of the most important components of China Fusion Engineering Test Reactor (CFETR), which is designed by the China National Integration Design Group. It is a time-consuming work such a complex CS magnet is designed; therefore, it is necessary to design central solenoid model coil (CSMC) and to determine its electromagnetic properties beforehand. In this paper, we present a CSMC that is suitable for studying the electromagnetic properties. The design parameters, the magnetic field distribution, and the ac loss of the CSMC were carefully considered for future baseline design. Based on the piecewise-linear method, the peak power and the time bucket losses were calculated. Furthermore, the ac loss of the different types of Nb <sub xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">3</sub> Sn conductor-based coil was obtained and compared. Finally, the proposed test method for measuring the ac loss of the CSMC was described.
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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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| 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