Multimodal Design Optimization of V-Shaped Magnet IPM Synchronous Machines
Why this work is in the frame
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Bibliographic record
Abstract
An algorithm is developed for multimodal design optimization of a V-shaped magnet interior permanent magnet synchronous machine (IPMSM). This algorithm is capable of finding all the local and global minima of a given single- or multi-objective function. The paper demonstrates the algorithm to minimize the total active weight of an IPMSM while minimizing its losses considering mechanical, thermal, and magnetic constraints. Predicted operating characteristics of a preliminary, nonoptimized IPMSM are compared with the global and local optimal solutions obtained. The proposed algorithm provides the designer with a complete view of alternative optimal machine designs from which a suitable design may be selected. The close agreement between the simulation and experimental results for the globally optimized IPMSM design verifies the accuracy of the optimization approach.
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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) | 0.001 | 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