Sensitivity Enhancement of Microwave Split-Ring-Resonator Sensors
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Bibliographic record
Abstract
Split-ring resonators (SRRs) are structurally studied to optimize the sensitivity of planar microwave sensors in terms of frequency variation sensitivity. An indirect excitation profile integrated with symmetrically orientated split-gap SRRs is developed for sensitivity enhancement. The electromagnetic (EM) fields are manipulated to reinforce each other in favor of a fringing EM fields enhancement in the new SRR sensor (SRRS) topology. The intensified fringing EM fields are expected to further interact with a surrounding medium resulting in sensitivity improvement. Moreover, SRRs are examined with a direct excitation profile to enhance the sensitivity of the sensors. The experimental results confirm sensitivity enhancement by the ratios of 2.04:1 and 1.98:1 for the first and second higher mode resonances, respectively.
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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