Efficient concurrent transmission scheduling for cooperative millimeter wave systems
Bibliographic record
Abstract
Millimeter-wave (mmWave) communications is a promising technology to provide high data rates (multiGigabit) for indoor multimedia applications. However, indoor mmWave links are highly susceptible to blockage because of the limited ability to diffract around obstacles such as the human body and furniture. In order to realize high-rate reliable transmission, cooperative communication is utilized to tackle with the scenarios where LOS link of source node and destination node is blocked. Specifically, with directional antenna, we first select the node in the feasible region with best achievable rate of cooperative communication as the cooperative relay. Then, cooperative concurrent transmission scheduling is formulated as an optimization problem to maximize the transmission efficiency. A flip-based heuristic scheduling algorithm is proposed to obtain the real-time solution. Extensive simulations demonstrate that the proposed cooperative concurrent transmission scheduling (CCTS) scheme can significantly increase the transmission throughput and utilize network resource efficiently while maintaining network connectivity.
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How this classification was reachedexpand
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 | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".