Forecasting airport surface traffic congestion based on decision tree

被引:0
|
作者
Zhang Z. [1 ]
Zhang A. [1 ]
Sun C. [1 ]
Li S. [2 ]
机构
[1] School of Aeronautics, Northwestern Polytechnical University, Xi'an
[2] College of Air Traffic Management, Civil Aviation University of China, Tianjin
来源
Zhang, Zhaoyue (zy_zhang@cauc.edu.cn) | 1600年 / Totem Publishers Ltd卷 / 16期
关键词
Air transportation; C4.5; algorithm; Decision tree; Traffic congestion;
D O I
10.23940/ijpe.20.05.p7.738746
中图分类号
学科分类号
摘要
To improve the operational efficiency of airport surfaces, this paper studies the air traffic congestion prediction of airport surfaces, demonstrates the limitations of traffic congestion prediction, and proposes a prediction method for airport surface traffic congestion based on decision tree. Firstly, the definition and measurement methods of traffic congestion in airport surfaces are promoted. Then, the key factors affecting traffic congestion are extracted, and a prediction model of traffic congestion is established. Finally, we verify the validity of the model based on actual operation data from Atlanta. The results show that the accuracy of the prediction is 70%. © 2020 Totem Publisher, Inc. All rights reserved.
引用
收藏
页码:738 / 746
页数:8
相关论文
共 50 条
  • [1] Traffic congestion mechanism in mega-airport surface
    Jiang, Yu
    Xue, Qingwen
    Wang, Yasha
    Cai, Mengting
    Zhang, Honghai
    Li, Yahui
    PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2021, 577
  • [2] Traffic Flow Forecasting Method based on Gradient Boosting Decision Tree
    Xia Ying
    Chen Jungang
    PROCEEDINGS OF THE 2017 5TH INTERNATIONAL CONFERENCE ON FRONTIERS OF MANUFACTURING SCIENCE AND MEASURING TECHNOLOGY (FMSMT 2017), 2017, 130 : 413 - 416
  • [3] Forecasting of traffic congestion
    Kerner, BS
    Rehborn, H
    Aleksic, M
    TRAFFIC AND GRANULAR FLOW'99: SOCIAL, TRAFFIC, AND GRANULAR DYNAMICS, 2000, : 339 - 344
  • [4] Traffic Congestion Forecasting Based on Possibility Theory
    Sun Z.
    Li Z.
    Zhao Y.
    Sun, Zhanquan (sunzhq@keylab.net), 2016, Springer Science and Business Media, LLC (14) : 85 - 91
  • [5] Forecasting Citywide Traffic Congestion Based on Social Media
    Shen, Dayong
    Zhang, Longfei
    Cao, Jianping
    Wang, Senzhang
    WIRELESS PERSONAL COMMUNICATIONS, 2018, 103 (01) : 1037 - 1057
  • [6] Forecasting Citywide Traffic Congestion Based on Social Media
    Dayong Shen
    Longfei Zhang
    Jianping Cao
    Senzhang Wang
    Wireless Personal Communications, 2018, 103 : 1037 - 1057
  • [7] Airport congestion endangers European traffic growth
    Aviation Week and Space Technology (New York), 1999, 150 (24):
  • [8] Airport congestion endangering European traffic growth
    Taverna, MA
    Sparaco, P
    AVIATION WEEK & SPACE TECHNOLOGY, 1999, 150 (24): : 163 - +
  • [9] FORECASTING AIRPORT PARKING LOT TRAFFIC
    HURST, FV
    JOURNAL OF THE OPERATIONS RESEARCH SOCIETY OF AMERICA, 1955, 3 (03): : 356 - 356
  • [10] FORECASTING PASSENGER TRAFFIC FOR A REGIONAL AIRPORT
    Alin, Opreana
    Mihai, Tichindelean
    Marieta, Mihaiu Diana
    Cosmin, Tileaga
    STUDIES IN BUSINESS AND ECONOMICS, 2019, 14 (02) : 105 - 114