Compaction of SMC powders for high saturation flux density
Why this work is in the frame
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Bibliographic record
Abstract
The application of Soft Magnetic Composites (SMC) to a Transverse-Flux Permanent Magnet (TFPM) machine is studied. Four SMC material and pressing methods are investigated for high saturation flux density. Low dielectric content, Die Wall Lubrication and cold pressing allow the best combination of high material density (7.45 g/cm 3), high saturation flux density (1.53 T) and good mechanical resistance (65 MPa). 624 Flux concentrators were produced with SMC material and inserted in the rotor of a TFPM machine with toothed rotor. Torque and flux measurements are presented and are validated with finite element analysis.
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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