The invention discloses a traffic prediction method, device and equipment and a computer readable storage medium, and the method comprises the steps: obtaining a plurality of model parameters sent by a plurality of clients, carrying out the similarity analysis of the plurality of model parameters, dividing the plurality of model parameters into corresponding clusters, optimizing the model parameters in the cluster to determine optimized model parameters in the cluster, sending the optimized model parameters to a server to receive a traffic prediction model established by the server according to the optimized model parameters, obtaining traffic to-be-analyzed data, and sending the traffic to-be-analyzed data to the server. And substituting the traffic data to be analyzed into the traffic prediction model to obtain the traffic prediction result. According to the method, analysis and prediction are carried out by obtaining the optimization model parameters, and the communication overhead of traffic prediction model update transmission can be reduced.
本发明公开了一种交通预测方法、装置、设备及计算机可读存储介质,交通预测方法包括:获取多个客户端发送的多个模型参数,将所述多个模型参数进行相似性分析,以将所述多个模型参数进行划分到对应的集群,对所述集群中的模型参数进行优化处理,以确定所述集群中的优化模型参数,将所述优化模型参数发送至服务器,以接收所述服务器根据所述优化模型参数建立的交通预测模型,获取交通待分析数据,将所述交通待分析数据代入所述交通预测模型以得到所述交通预测结果。本发明通过获取优化模型参数进行分析预测,能够减少交通预测模型更新传输的通信开销。
Traffic prediction method, device and equipment and computer readable storage medium
交通预测方法、装置、设备及计算机可读存储介质
2022-03-04
Patent
Electronic Resource
Chinese
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 / G06N COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS , Rechnersysteme, basierend auf spezifischen Rechenmodellen / G08G Anlagen zur Steuerung, Regelung oder Überwachung des Verkehrs , TRAFFIC CONTROL SYSTEMS |
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