Passive monolithic microwave multisensor based on N coupled Substrate Integrated resonators for environmental detection
Why this work is in the frame
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Bibliographic record
Abstract
This work presents a novel fully passive monolithic microwave multisensor on Substrate Integrated Waveguide (SIW) technology for simultaneous detection of humidity and temperature. The proposed structure is simple and combines several resonators with well controlled coupling. Each resonator of the multisensor is capable of environmental detection. The detection principle is based on a frequency shift due to a perturbation of the effective permittivity, depending on the sensitivity of the dielectric medium to the surrounding physical variable. The presented multisensor structure operates in the frequency range from 5–9.5 GHz and exhibits a frequency shift for relative humidity in the range of 6.5–93%RH and for temperature between 23–60°C. Based on SIW technology, this new monolithic environmental solution presents the advantage of being easily integrated into planar structure, energetically efficient and low-cost for mass production application.
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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