Electromagnetic Analysis with Method of Moments in Shielded Layered Media
Bibliographic record
Abstract
This chapter defines components of dyadic Green's functions in shielded layered medium. It formulates spectral domain method of moments solution of electric field integral equation for shielded microstrip circuits. The chapter understands unified-FFT algorithm for fast Method of Moments (MoM) matrix fill and evaluation of matrix–vector products. It determines components of the dyadic Green's functions of the electric and magnetic fields, which enable construction of the MoM analysis of structures embedded into such layered media enclosed into the rectangular waveguide. With the understanding of non-uniqueness in definition of the vector potential produced by the horizontal dipole discussed in the chapter, the readers can formulate components of the x-directed electric dipole in the rectangular waveguide filled with layered media. An alternative approach to the MoM analysis in planar multi-layered media is performing it in space domain.
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How this classification was reachedexpand
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) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| 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) | 0.018 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".