A system and method for optimizing pre-departure sequencing instantiates independent agent processes for each aircraft. Each independent agent is trained via multi-agent reinforcement machine learning with an existing set of data to maximize that agent's individual reward within established bounds and while cooperating with each other agent. The interaction of the independent agents produces an optimized pre-departure sequence. The individual reward is defined with respect to a change between the current timestamp and the newly suggested timestamp. A lower delta results in a higher reward.
PRE-DEPARTURE SEQUENCING USING MULTI-AGENT REINFORCEMENT LEARNING
SEQUENZIERUNG VOR DEM TEILNAHME UNTER VERWENDUNG VON MULTI-AGENT-VERSTÄRKUNGSLERNEN
SÉQUENÇAGE DE PRÉ-DÉPARTITION À L'AIDE D'UN APPRENTISSAGE PAR RENFORCEMENT MULTI-AGENTS
2024-05-22
Patent
Electronic Resource
English
IPC: | 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 |
PRE-DEPARTURE SEQUENCING USING MULTI-AGENT REINFORCEMENT LEARNING
European Patent Office | 2024
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