High order S-MRTD time-domain modeling of fading characteristics of wireless channels
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Bibliographic record
Abstract
In this paper, high order time-domain S-MRTD (scaling function-based multiresolution time-domain) schemes were applied to characterize fading effects in an indoor wireless channel. The fading characteristics were observed to vary largely with the values of electrical properties of the construction materials. Such detailed considerations are not taken into account by statistical models. On the other hand, S-MRTD was observed to be effectively functional at coarser grids, compared to the traditional FDTD, resulting in significant reduction of memory and CPU-time. Such a deterministic approach provides a more accurate system characterization, compared to the measurement-based AF models. Finally, the proposed technique can characterize a channel at a resolution of centimeters, practically impossible for a measurement campaign
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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