DEVELOPMENT OF A COMPREHENSIVE SOFTWARE SYSTEM FOR IMPLEMENTING COOPERATIVE CONTROL OF MULTIPLE UNMANNED AERIAL VEHICLES
Why this work is in the frame
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Bibliographic record
Abstract
In this work, we focus on establishing a framework and developing a comprehensive software platform, which is capable of realizing the cooperative control for multiple unmanned aerial vehicles (UAVs). An efficient and flexible framework is adopted for cooperative control law design, on which we build up a software platform consisting of an onboard real-time software system for UAVs and a ground control station (GCS). Such a platform employs a distributed architecture to facilitate task deployment, efficient monitoring and commanding the UAVs via the ground station. Hardware-in-the-loop simulation and practical cooperative flight experiments have been conducted to verify the efficiency of the overall software system. Key Words Unmanned aerial vehicle, cooperative control, formation flight, realtime systems, software systems 1.
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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