Considering the dependency of a flight hold time on multitude of dynamically varying factors, determining an optimal hold time balancing between passenger utility and airline utility is challenging. State of art approaches are limited to use of only deterministic approaches with limited ML assistance that require huge labelled training data. Embodiments disclosed herein provide a method and system for computing and recommending optimal hold time for every flight of an airline so as to minimize passenger misconnects in airline operations through Reinforcement Learning (RL). The method disclosed utilizes RL, which is trained to make decision at a flight level considering local factors while still adhering to the global objective based on global factors. Further method introduces business constants in the rewards to the RL agents bringing in airline specific flexibility in reward function.


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    Titel :

    METHOD AND SYSTEM FOR MINIMIZING PASSENGER MISCONNECTS IN AIRLINE OPERATIONS THROUGH LEARNING


    Weitere Titelangaben:

    VERFAHREN UND SYSTEM ZUR MINIMIERUNG VON PASSAGIERFEHLVERBINDUNGEN IN FLUGGESELLSCHAFTSOPERATIONEN DURCH LERNEN
    PROCÉDÉ ET SYSTÈME POUR MINIMISER LES ERREURS DE CONNEXION DE PASSAGERS DANS DES OPÉRATIONS AÉRIENNES À L'AIDE DE L'APPRENTISSAGE



    Erscheinungsdatum :

    2021-11-10


    Medientyp :

    Patent


    Format :

    Elektronische Ressource


    Sprache :

    Englisch


    Klassifikation :

    IPC:    G06N COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS , Rechnersysteme, basierend auf spezifischen Rechenmodellen / G06Q Datenverarbeitungssysteme oder -verfahren, besonders angepasst an verwaltungstechnische, geschäftliche, finanzielle oder betriebswirtschaftliche Zwecke, sowie an geschäftsbezogene Überwachungs- oder Voraussagezwecke , DATA PROCESSING SYSTEMS OR METHODS, SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL, SUPERVISORY OR FORECASTING PURPOSES / G08G Anlagen zur Steuerung, Regelung oder Überwachung des Verkehrs , TRAFFIC CONTROL SYSTEMS



    SYSTEM AND METHOD FOR MINIMIZING PASSENGER MISCONNECTS IN AIRLINE OPERATIONS

    SURIYANARAYANAN RAMASUBRAMANIAN / VASAN ARUNCHANDAR / BISWAS ANIMESH et al. | Europäisches Patentamt | 2021

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