Analysis and Prediction of Airspace Availability for Urban Air Mobility Operations in the Sao Paulo Metropolitan Region

João Vitor Turchetti, Mayara Condé Rocha Murça
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Abstract

Urban Air Mobility (UAM) is an emerging form of transportation that is expected to introduce novel flight networks into already busy and complex airspace surrounding major cities and metropolitan regions. This paper studies the dynamics of urban airspace use by conventional aircraft over the Sao Paulo metropolitan region in order to identify and predict which airspace volumes are least constrained and best accessible for future UAM flights. Using historical flight tracking data, clustering analysis is first performed to identify departure and arrival trajectory patterns flown by conventional traffic at the two major airports – Sao Paulo/Guarulhos International airport and Sao Paulo/Congonhas airport. We then create a probabilistic model of the spatiotemporal distribution of air traffic under known meteorological conditions, which enables the prediction of active procedures, their spatial confidence regions and the resulting airspace availability for UAM in response to dynamic operational factors. The data-based approach allowed for a high-fidelity characterization of the Sao Paulo urban airspace use patterns as well as for accurate predictions of the available airspace for UAM, bringing novel insights and capabilities in support of dynamic and efficient urban airspace management.
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分析和预测圣保罗大都会地区城市空中机动业务的空域可用性
城市空中交通(UAM)是一种新兴的交通方式,预计将在大城市和都市区周边本已繁忙复杂的空域引入新的飞行网络。本文研究了传统飞机在圣保罗大都会地区上空使用城市空域的动态,以识别和预测哪些空域容量对未来的城市空中交通(UAM)飞行限制最小、最易进入。利用历史飞行跟踪数据,我们首先进行了聚类分析,以确定常规航班在两个主要机场--圣保罗瓜鲁柳斯国际机场和圣保罗孔戈尼亚斯机场--的起飞和到达轨迹模式。然后,我们创建了一个在已知气象条件下空中交通时空分布的概率模型,从而能够预测活动程序、其空间置信区域以及由此产生的空域可用性,以应对动态运行因素的影响。这种基于数据的方法能够高保真地描述圣保罗城市空域的使用模式,并准确预测可用于空中拥堵管理的空域,为支持动态、高效的城市空域管理带来了新的见解和能力。
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