A broadcast congestion control scheme for OBP satellites
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
In the satellites with on board processing, congestion can occur as a result of statistical multiplexing on board the satellite. This would have negative impact on performance and satellite resource utilization. Effective congestion control schemes are required in order to prevent or limit the extent of congestion. The current paper concentrates on a novel scheme for congestion avoidance in multiple‐beam satellites with on board switching. The scheme is rate‐based and relies on the broadcast nature of the satellite in order to provide efficient support for Available Bit Rate (ABR) services. An important element in achieving efficiency is the synergy obtained by combining the congestion control with the mechanisms of the MAC layer scheduling. The new scheme has a distributed architecture, with algorithms implemented on board the satellite and in the ground terminals. After a detailed description of the scheme, simulation results are provided in order to illustrate its performance.
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 | 0.001 | 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