An efficient scheduling scheme for heterogeneous traffic in IEEE 802.16 wireless metropolitan area networks
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Bibliographic record
Abstract
An opportunistic stable queue (OSQ) scheduling scheme is proposed for scheduling heterogeneous traffic in the down-link of the IEEE 802.16 wireless metropolitan area networks (WMANs). The scheduler, located at the base station, uses the information of the channel and queue status of the users to schedule the traffic with different quality of service requirement and different arrival rate admitted to the queues in the base station. The scheduler deploys a differentiation technique, based on a notion of stability, to satisfy different service rate requirement of heterogeneous traffic types. It is demonstrated based on the numerical results that the proposed scheme has excellent performance in terms of throughput for non-real-time traffic and delay for real-time traffic.
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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