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Probabilistic multi-aircraft conflict detection and resolution considering wind forecast uncertainty

机译:考虑风预测不确定性的概率多飞机冲突检测与分辨率

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A probabilistic method for aircraft conflict detection and resolution considering the effects of wind forecast uncertainty is presented in this paper. The wind components are modeled as random variables, described by a joint probability density function. The probabilistic conflict detection problem is tackled using the Probabilistic Transformation Method. Two conflict indicators are used to characterize a conflict between a pair of aircraft: the distance of closest approach (which is uncertain) and the probability of conflict. The probabilistic conflict resolution consists in modifying the aircraft trajectories so that the probability of conflict between any pair of aircraft be less than a predefined safety threshold; this problem is formulated as a nonlinear programming problem subject to constraints, where the optimality criterion is the minimization of the deviation of the aircraft resolution trajectories from their nominal trajectories. The case of multiple en-route aircraft flying with constant airspeed and flight level is considered, where they follow approaching multi-segment trajectories and are affected by the same uncertain wind. The wind components are obtained from Ensemble Weather Forecasts. Numerical results are presented for a particular application where the wind components follow four-parameter beta distributions. The cost of the resolution process is analyzed, considering both cooperative and noncooperative scenarios. (c) 2020 Elsevier Masson SAS. All rights reserved.
机译:本文介绍了考虑风预测不确定性的飞机冲突检测和分辨率的概率方法。风组件被建模为随机变量,由联合概率密度函数描述。使用概率转换方法解决了概率的冲突检测问题。两个冲突指标用于表征一对飞机之间的冲突:最接近的方法(不确定)和冲突的概率。概率冲突解决方案包括修改飞机轨迹,以便任何一对飞机之间的冲突概率低于预定义的安全阈值;该问题被制定为受约束的非线性编程问题,其中最优标准是从其标称轨迹的飞机分辨率轨迹的偏差最小化。考虑使用恒定空速和飞行水平的多个渠道飞行的情况,在那里他们遵循接近多段轨迹,受到相同不确定风的影响。风组件是从集成天气预报获得的。为特定应用提供了数值结果,其中风力分量遵循四参数β分布。考虑到合作和非协同情景,分析了分辨率过程的成本。 (c)2020 Elsevier Masson SAS。版权所有。

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