This paper proposes Elastic Tracker, a flexible trajectory planning framework that can deal with challenging tracking tasks with guaranteed safety and visibility. Firstly, an object detection and intension-free motion prediction method is designed. Then an occlusion-aware path finding method is proposed to provide a proper topology. A smart safe flight corridor generation strategy is designed with the guiding path. An analytical occlusion cost is evaluated. Finally, an effective trajectory optimization approach enables to generate a spatio-temporal optimal trajectory within the resultant flight corridor. Particular formulations are designed to guarantee both safety and visibility, with all the above requirements optimized jointly. The experimental results show that our method works more robustly but with less computation than the existing methods, even in some challenging tracking tasks.
翻译:本文建议使用弹性轨迹规划框架Elastic Tracker,这是一个灵活的轨迹规划框架,可以处理具有保障安全和能见度的具有挑战性的跟踪任务。首先,设计了一个物体探测和无增强作用的移动预测方法。然后,提出一个封闭感知路径的查找方法,以提供适当的地形学。一个智能安全飞行走廊生成战略与引导路径一起设计。一个分析隔离成本得到了评估。最后,一个有效的轨迹优化方法能够在由此形成的飞行走廊内产生一个波状时最佳轨道。一些特定的配方旨在保证安全和可见性,同时优化上述所有要求。实验结果显示,我们的方法比现有方法运行得更有力,但计算得比现有方法少,即使在一些具有挑战性的跟踪任务中也是如此。