An enhancement to the novel RoF-PON as a fibre-wireless services enabling technology
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
A new design is proposed to enhance an existing architecture for delivering future millimeter-waveband (mm-WB) Radio-over-Fibre (RoF) for wireless services with the use of Dense Wavelength Division Multiplexing (DWDM) architecture over a Passive Optical Network (PON). For the conceptual illustration, we deployed the original DWDM RoF-PON system then redesigned its infrastructure. In the downlink, the mm-WB RF signal is obtained at each Optical Network Unit (ONU) by using optical Remote Heterodyning Detection (RHD) between two optical carriers simultaneously, which is generated using a single laser source. The generated RF modulated signal has a frequency of 12.5 GHz. Such RoF system is simple, cost-effective, low-maintenance and is immune to laser phase noise in principle.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.002 | 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 | 0.001 | 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