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Application of Airspace Encounter Model for Prediction of Intruder Dynamics

机译:空域遇到模型在入侵者动力学预测中的应用

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To assist in aerial collision avoidance of non-cooperative threats, we have developed an innovative approach to predict aircraft trajectories given current state estimates from an airborne radar. The approach is based on quantifying state estimation uncertainty and maneuver prediction uncertainty. The composite uncertainty can fully characterize the state-dependent covariance around the current estimate through sampling in the state space. This paper describes a threat aircraft state prediction method building upon MIT-Lincoln Lab's Uncorrelated Encounter Models and forward-propagated Probabilistic Reachable Sets (PRS) that describe regions of differing collision risk. The PRS represent a joint probabilistic characterization of the collision risk regions, and are used along with Maximum Reachable Sets (MRS) to define the worst-case regions. Under ongoing research, we apply the knowledge of reachability to estimate total risk of collision or near mid-air collision with the threat vehicle over a time horizon. We have integrated the above measures and tested within medium-fidelity flight simulations.
机译:为了帮助空中防撞不合作的威胁,我们已经开发了一种创新的方法来预测给出从机载雷达当前状态估计飞机的轨迹。该方法基于量化状态估计不确定性和机动预测不确定性。综合不确定性可以通过在状态空间中的采样来完全表征当前估计周围的状态相关的协方差。本文介绍了MIT-LINCOLN实验室的不相关遇到模型和向前传播的概率可达组(PRS)的威胁飞机状态预测方法,描述了不同碰撞风险的区域。 PRS代表碰撞风险区域的联合概率表征,并且与最大可达套(MRS)一起使用以定义最坏情况区域。在持续的研究下,我们应用可达性的知识来估计与威胁车辆在一个时间范围内与威胁车辆的碰撞的总风险。我们综合了上述措施并在中等保真飞行模拟中进行了测试。

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