交通冲突情况下的速度概率分布分析

Zsombor Öreg, H. Shin, A. Tsourdos
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引用次数: 0

摘要

无人机的日益广泛应用和城市空中机动性的出现,给空域现代化带来了一个具有挑战性的问题:如何创建一个安全、可扩展的空中交通管理系统,以应对预期的运营密度。在给定空域内增加车辆数量并实现常规操作对于这些服务在经济上可行至关重要。然而,更高的运营密度增加了风险,对协调提出了巨大挑战,需要开发一种新的交通管理解决方案。本文通过计算和分析自动驾驶汽车在途中自由飞行场景下的冲突概率,为这种策略和空域管理领域的研究做出了贡献。采用解析方法确定了指数式和正态规定速度概率分布的冲突概率的方向依赖性。在整个计算过程中,引入并区分了几何冲突和速度冲突的概念。研究了截断可用飞行速度集的影响。在分析框架内研究了计算结果对速度和航向摄动的敏感性,并通过数值模拟进行了验证。研究结果为通过分布塑造来检测和解决冲突提供了一种新的方法,并打算在一个集成的随机协调框架中使用。
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Analysis of the traffic conflict situation for speed probability distributions
The increasingly widespread application of drones and the emergence of urban air mobility leads to a challenging question in airspace modernisation: how to create a safe and scalable air traffic management system that can handle the expected density of operations. Increasing the number of vehicles in a given airspace volume and enabling routine operations are essential for these services to be economically viable. However, a higher density of operations increases risks, poses a great challenge for coordination and necessitates the development of a novel solution for traffic management. This paper contributes to the research towards such a strategy and the field of airspace management by calculating and analysing the conflict probability in an en-route, free-flight scenario for autonomous vehicles. Analytical methods are used to determine the directional dependence of conflict probabilities for exponential and normal prescribed speed probability distributions. The notions of geometric and speed conflict are introduced and distinguished throughout the calculations of the paper. The effect of truncating the set of available flight speeds is also investigated. The sensitivity of the calculated results to speed and heading perturbations is studied within the analytical framework and verified by numerical simulations. Results enable a fresh approach to conflict detection and resolution through distribution shaping and are intended to be used in an integrated, stochastic coordination framework.
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