In recent years, the global civil aviation industry has been developing rapidly. Due to the rising demand for air transportation, airports are confronting saturation problems. Heavy traffic and long queues are expected for take-off and landing. Hence, the physical constraints have magnified the problem of having surging flight delays. Yet, the operational efficiency and the reputation of the airport will deteriorate if the delay propagates. Additional expenditures are also expected. Several machine learning approaches were adopted in this research to predict flight delay, including the decision tree, random forest, k-nearest neighbour, Naïve Bayes, and artificial neural networks. The results show that all algorithms achieved more than 80% of accuracy and artificial neural networks perform the best among the alternatives. While Naïve Bayes is the least accurate, k-nearest neighbour have the lowest F1 score.


    Zugriff

    Zugriff prüfen

    Verfügbarkeit in meiner Bibliothek prüfen

    Bestellung bei Subito €


    Exportieren, teilen und zitieren



    Titel :

    Flight delay predictions and the study of its causal factors using machine learning algorithms


    Beteiligte:
    Yiu, Cho Yin (Autor:in) / Ng, Kam K. H. (Autor:in) / Kwok, Kin Chung (Autor:in) / Tung Lee, Wing (Autor:in) / Mo, Ho Tung (Autor:in)


    Erscheinungsdatum :

    2021-10-20


    Format / Umfang :

    1030551 byte




    Medientyp :

    Aufsatz (Konferenz)


    Format :

    Elektronische Ressource


    Sprache :

    Englisch




    Flight Arrival Delay Prediction Using Supervised Machine Learning Algorithms

    Alla, Hajar / Moumoun, Lahcen / Balouki, Youssef | Springer Verlag | 2021


    Analysis of Flight Delay Data Using Different Machine Learning Algorithms

    S., Blessy Trencia Lincy S. / Al Ali, Hannah / Majid, Ahmad Abdulla Abdulaziz Mohd et al. | IEEE | 2022



    Study of Flight Departure Delay and Causal Factor Using Spatial Analysis

    Shaowu Cheng / Yaping Zhang / Siqi Hao et al. | DOAJ | 2019

    Freier Zugriff