Low cost fiber-to-the-node access network design
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
Considering the introduction of new internet protocol (IP) services, such as the high definition television (HDTV) over IP (IPTV) service, new network architectures and technologies should be introduced for the access network to improve the access rate. Actually, the best solution is to use the fiber-to-the-home (FTTH) architecture. However, this solution is still costly and cannot be widely deployed today. An interesting tradeoff is the fiber-to-the-node (FTTN) architecture, which reduces the copper portion of the access network. In this paper, we propose to tackle the FTTN network planning problem with the objective of minimizing the cost of the access network. An integer mathematical programming model is proposed for this problem. Next, a heuristic algorithm based on the tabu search principle is proposed to find “good” feasible solutions within a reasonable amount of computational time. Finally, numerical results are presented and analyzed.
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 | 0.000 | 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 | 0.001 |
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