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Quadrotor Safe Flight Envelope Prediction in the High-Speed Regime: A Monte-Carlo Approach

机译:高速制度的四轮流安全飞行包络预测:蒙特卡罗方法

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The Safe Flight Envelope (SFE) is a prerequisite for flight envelope protection and essential for preventing Loss of Control (LoC) of a flying vehicle. Reachability analysis has been proposed for defining a SFE considering the dynamic characteristics of a system. However, the conventional Level Set approach for conducting reachability analysis is computational inefficient and impractical to solve problems having a state space with more than 4 dimensions. For this, we have proposed a computational efficient Monte-Carlo (MC) based approach. As an application, the SFE of an off-the-shelf quadrotor during the high-speed forward flight are estimated, based on the aerodynamic model identified from the high-speed flight data (V < 16 m/s). Taking into account the actuator dynamics, the state space of the problem has 6 dimensions in excess of the computational capabilities of the Level Set approach. By contrast, the result shows that the Monte-Carlo simulation based approach is able to solve this high dimension problem in a matter of seconds.
机译:安全飞行信封(SFE)是飞行包络保护的先决条件,对防止飞行车的控制(LOC)丧失必不可少。已经提出了考虑系统动态特性的SFE定义了可达性分析。然而,用于进行可达性分析的传统水平设定方法是计算效率低,解决具有超过4个维度的状态空间的问题而不切实际。为此,我们提出了一种基于计算有效的Monte-Carlo(MC)的方法。作为应用,基于从高速飞行数据(V <16米/秒)识别的空气动力学模型,估计了在高速前向飞行期间的搁板上的轮廓多器的SFE。考虑到执行器动力学,问题的状态空间有6个维度,超过水平集方法的计算能力。相比之下,结果表明,基于Monte-Carlo仿真的方法能够在几秒钟内解决这个高尺寸问题。

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