The invention discloses a bus scheduling method based on passenger flow and arrival time prediction, and the method comprises the steps: obtaining bus data, inputting the bus data into a long short-term memory network prediction model, and carrying out the prediction, and obtaining the passenger flow of a station and the arrival time of a bus; and constructing a multi-line bus scheduling model based on a staying strategy, and inputting the station passenger flow volume and the bus arrival time into the multi-line bus scheduling model to obtain the minimum waiting time of passengers. According to the method, the change trend of the future passenger flow and the bus arrival time can be better and more accurately predicted, and the waiting time and the transfer time of passengers can be more effectively shortened through verification.
本发明公开了一种基于客流和到站时间预测的公交调度方法,包括:获取公交数据,将所述公交数据输入长短期记忆网络预测模型中进行预测得到站点客流量和公交到站时间;基于停留策略构建多线公交调度模型,将所述站点客流量和公交到站时间输入所述多线公交调度模型得到乘客最少等待时间。本发明可以更好地对未来客流和公交车到站时间的变化趋势进行更准确的预测,经过验证能更有效减少乘客等待时间和换乘时间。
Bus scheduling method based on passenger flow and arrival time prediction
一种基于客流和到站时间预测的公交调度方法
10.05.2024
Patent
Elektronische Ressource
Chinesisch
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 |
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