Losses in hybrid and active magnetic bearings applied to long term flywheel energy storage
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
In this work, Radial Active Magnetic Bearings (RAMB) and PM-biased Hybrid Radial Magnetic Bearings (HRMB) were designed and optimized in the case of the Flywheel Long Term Energy Storage (LTFES). Taking into account the amplitude of external disturbance as well as unbalance force as load capacity, the effect of losses (non including losses in the power electronic) on the both RAMB and PM-biased HRMB was studied. Flywheel discharge times have been computed and drawn for a flywheel rotating at a nominal speed of 9000 rpm and self-discharging down to half-speed (4500 rpm). The evolution of this time duration versus mass of bearings is shown for different values of unbalance forces for these two magnetic bearing configurations. (6 pages)
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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