Uncertainty-Aware Flight Scheduling for Airport Throughput and Flight Delay Optimization

被引:19
|
作者
Chen, Xiaodao [1 ]
Yu, Hao [2 ]
Cao, Kun [3 ]
Zhou, Junlong [4 ]
Wei, Tongquan [3 ]
Hu, Shiyan [5 ]
机构
[1] China Univ Geosci, Sch Comp Sci, Wuhan 430074, Peoples R China
[2] Shenzhen Airlines, Boeing Fleet Grp 4, Shenzhen 518128, Peoples R China
[3] East China Normal Univ, Dept Comp Sci & Technol, MOE Engn Res Ctr Software Hardware Codesign Techn, Shanghai 200241, Peoples R China
[4] Nanjing Univ Sci & Technol, Sch Comp Sci & Engn, Nanjing 210094, Peoples R China
[5] Univ Essex, Dept Elect & Comp Engn, Colchester CO4 3SQ, Essex, England
基金
中国国家自然科学基金;
关键词
Aircraft; Airports; Quality of service; Throughput; Scheduling; Delays; Uncertainty; Airport throughput; multiobjective optimization; reliability; uncertainty-aware flight scheduling;
D O I
10.1109/TAES.2019.2921193
中图分类号
V [航空、航天];
学科分类号
08 ; 0825 ;
摘要
The continuous growth in the demand for air transportation exceeds the capacity of existing infrastructure, usually leading to unreliable flight schedules, i.e., long flight delays and uncertainties in arrival/departure and taxi times. We tackle the problem in this paper by designing an air traffic control algorithm, which can accommodate both airport throughput and flight quality of service in terms of flight delay on a given runway. The flight scheduling problem is formulated as an integer linear programming, and then converted to a multiobjective optimization problem which enables the computation of tradeoff between scheduling resolution and time complexity. Based on the multiobjective optimization, a heuristic algorithm considering uncertainties in flight arrival/departure time and taxi time is designed to achieve an improvement in airport throughput and a reduction in flight delay. Extensive simulations show that compared to benchmarking schemes, the proposed uncertainty-aware flight scheduling algorithm can improve the airport throughput and flight delay by up to 12.02% and 31.4%, respectively.
引用
收藏
页码:853 / 862
页数:10
相关论文
共 50 条
  • [31] Uncertainty-Aware Elastic Virtual Machine Scheduling for Stream Processing Systems
    Imai, Shigeru
    Patterson, Stacy
    Varela, Carlos A.
    2018 18TH IEEE/ACM INTERNATIONAL SYMPOSIUM ON CLUSTER, CLOUD AND GRID COMPUTING (CCGRID), 2018, : 62 - 71
  • [32] DyUnS: Dynamic and uncertainty-aware task scheduling for multiprocessor embedded systems
    Abdi, Athena
    Salimi-badr, Armin
    SUSTAINABLE COMPUTING-INFORMATICS & SYSTEMS, 2024, 43
  • [33] Quantifying the dynamic predictability of train delay with uncertainty-aware neural networks
    Spanninger, Thomas
    Wiedemann, Nina
    Corman, Francesco
    TRANSPORTATION RESEARCH PART C-EMERGING TECHNOLOGIES, 2024, 162
  • [34] Flight-Scheduling Optimization and Automation for AnadoluJet
    Kepir, Basak
    Kocyigit, Cagil
    Koyuncu, Isil
    Ozer, Melis Beren
    Kara, Bahar Yetis
    Gurbuz, Melih Akif
    INTERFACES, 2016, 46 (04) : 315 - 325
  • [35] Flight Scheduling and Fleet Sizing for an Airport Shuttle Air Taxi Service
    Roy S.
    Kotwicz Herniczek M.T.
    Leonard C.
    German B.J.
    Garrow L.A.
    Journal of Air Transportation, 2022, 30 (02): : 49 - 58
  • [36] An optimization model for assessing flight technical delay
    Wong, JT
    Li, SL
    Gillingwater, D
    TRANSPORTATION PLANNING AND TECHNOLOGY, 2002, 25 (02) : 121 - 153
  • [37] Flight and passenger delay assignment optimization strategies
    Montlaur, A.
    Delgado, L.
    TRANSPORTATION RESEARCH PART C-EMERGING TECHNOLOGIES, 2017, 81 : 99 - 117
  • [38] Research on the Flight Delay Model and Calculation of the Airport's Punctuality Rate
    Sun, Xiesheng
    Zhang, Xin
    Han, Jifu
    SUSTAINABLE DEVELOPMENT AND ENVIRONMENT II, PTS 1 AND 2, 2013, 409-410 : 1213 - 1216
  • [39] Robust assignment model of airport gate based on flight delay distribution
    Li, Jun-Hui
    Zhu, Jin-Fu
    Chen, Xin
    1600, Chang'an University (14): : 74 - 82
  • [40] Assessing strategic flight schedules at an airport using machine learning-based flight delay and cancellation predictions
    Lambelho, Miguel
    Mitici, Mihaela
    Pickup, Simon
    Marsden, Alan
    JOURNAL OF AIR TRANSPORT MANAGEMENT, 2020, 82