Integrated modeling of improving core confinement with ECW based on HL-3 hybrid scenario
Why this work is in the frame
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Bibliographic record
Abstract
The control of safety factor profile helps to reduce turbulent transport and improve core confinement. Based on HL-3 device parameters, this study employs METIS to investigate control laws of safety factor profile through adjustments of ECW power peak deposition position, deposition width, ramp-up rate, ramp-up time, and plasma effective charge number, while analyzing their impacts on core confinement performance in hybrid scenarios. By appropriately adjusting the power deposition position and width of ECW, as well as regulating its power ramp-up time, safety factor profile can be maintained with characteristics of zero magnetic shear hybrid scenario. At the same time, transport barrier will form in the dynamic profiles, the transport coefficient will reduce, plasma parameters and core confinement will improve significantly. Moreover, the effect of ECW on the improvement of core confinement in the plasma current ramp-up phase is studied.
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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) | 0.002 | 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