熟練度がドローンレースのパフォーマンスに与える影響
Expertise Affects Drone Racing Performance
実世界のドローンレースコースと大規模位置追跡システムを用い、プロ5名と初心者5名の飛行を比較した。プロはより速いラップタイム・高い速度・効率的な機動と最適なレーシングラインを示した。
著者: Christian Pfeiffer, Davide Scaramuzza
分類: cs.RO, cs.HC
原文アブストラクト
First-person view drone racing has become a popular televised sport. However, very little is known about the perceptual and motor skills of professional drone racing pilots. A better understanding of these skills may inform path planning and control algorithms for autonomous multirotor flight. By using a real-world drone racing track and a large-scale position tracking system, we compare the drone racing performance of five professional and five beginner pilots. Results show that professional pilots consistently outperform beginner pilots by achieving faster lap times, higher velocity, and more efficiently executing the challenging maneuvers. Trajectory analysis shows that experienced pilots choose more optimal racing lines than beginner pilots. Our results provide strong evidence for a contribution of expertise to performances in real-world human-piloted drone racing. We discuss the implications of these results for future work on autonomous fast and agile flight. We make our data openly available.
