Handoff in IEEE 802.11p-based vehicular networks
Why this work is in the frame
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Bibliographic record
Abstract
In an effort to develop a simulation framework for evaluating the performance of wireless access technologies for vehicular networks, the authors have developed a simulation framework for the draft wireless technology IEEE 802.11p within the simulator NS-2[1]. Furthermore, handoff mechanisms for the draft technology have also been added to the framework. The latter aims at replicating, as far as possible, the access technology characteristics in the simulator and with the help of scenarios intends to give an objective view of the performance of applications destined for Intelligent Transport Systems. The framework is, in our knowledge, the first framework open to the research community designed to meet the requirements set for vehicle to infrastructure communications, with special attention being paid to the handover process in the infrastructure mode of operation of IEEE 802.11p.
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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