@inproceedings{5e104ffe6a2d4fc29a2246171ab6de8b,
title = "Predicting Terminal Mid-Air Collisions through Simulator Experiments of Air Traffic Control",
abstract = "The workload of air traffic controllers (ATCs) is increasing due to the growing air traffic. Early alarms of loss of separation (LoS) events between aircraft are critical for ATCs to coordinate intensive traffic safely. The authors studied the time series of traffic densities and numbers of turning aircraft in a given sky section as early indicators of pending LoS. Simulator experiment produced data for comparing the prediction accuracies of the logistic regression models generated from the time series of traffic densities and numbers of turning aircraft, and combinations of these two. We studied different sections of the time series to examine the possibility of early detection and found that 1) the regression model based on the traffic density time series is more accurate than the model using the numbers of turning aircraft; 2) properly combining sections of the time series could produce models that achieve earlier predictions without losing accuracy.",
author = "Yanyu Wang and Pingbo Tang and Ying Shi and Yongming Liu and Cooke, {Nancy J.}",
note = "Funding Information: The research was supported by funds from NASA University Leadership Initiative program (Contract No. NNX17AJ86A, Project Officer: Dr. Anupa Bajwa, Program coordinator: Koushik Datta, Principal Investigator: Dr. Yongming Liu, Co-PI: Dr. Pingbo Tang), Dean's Fellowship and Bradford and Diane Smith Fellowship from the College of Engineering at Carnegie Mellon University. The supports are gratefully acknowledged. Publisher Copyright: {\textcopyright} 2020 IEEE.; 2020 Winter Simulation Conference, WSC 2020 ; Conference date: 14-12-2020 Through 18-12-2020",
year = "2020",
month = dec,
day = "14",
doi = "10.1109/WSC48552.2020.9384047",
language = "English (US)",
series = "Proceedings - Winter Simulation Conference",
publisher = "Institute of Electrical and Electronics Engineers Inc.",
pages = "2536--2548",
editor = "K.-H. Bae and B. Feng and S. Kim and S. Lazarova-Molnar and Z. Zheng and T. Roeder and R. Thiesing",
booktitle = "Proceedings of the 2020 Winter Simulation Conference, WSC 2020",
}