Mesh Morphing-Embedded Space Mapping Optimization for Waveguide Components With Arc Structures
Why this work is in the frame
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Bibliographic record
Abstract
Coarse- and fine-mesh space mapping (SM) using the mesh morphing technique has proved its efficiency in designing waveguide components with rectangle structures. This letter proposes an improved mesh morphing technique for more practically used waveguide components with arc structures. Two constraint points are defined for an arc with any angle to guide the morphing of curve nodes with respect to the change of geometrical parameters. New formulations are proposed for calculating the 3-D coordinates of morphed mesh nodes on arcs. With the new formulations, mesh elements around arc structures can morph smoothly, speeding up the overall SM process. The proposed technique is demonstrated by two waveguide examples.
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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 | 0.001 | 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