The embodiment of the invention provides an edge traffic object prediction method and device, equipment and a storage medium, and relates to the technical field of artificial intelligence and financial science and technology. The method comprises the steps that a collection device of an edge server collects first classification data and inputs the first classification data into an environment classification model for environment classification, a first environment category is obtained, and a trained traffic prediction model is selected from an alternative model library according to the first environment category to serve as a target traffic prediction model; and inputting the image data acquired by the acquisition device into the target traffic prediction model for traffic prediction to obtain a traffic prediction result, and updating the target traffic prediction model if the environment changes. According to the embodiment of the invention, the edge server only needs to use the model trained by the cloud server to carry out environment classification or traffic prediction, the operation efficiency of the edge server is improved, and if the environment changes, the traffic prediction model is updated so as to adapt to the rapidly changing environment, and the traffic prediction accuracy of the edge server is improved.
本发明实施例提供边缘交通对象预测方法、装置、设备和存储介质,涉及人工智能及金融科技技术领域。该方法包括:边缘服务器的采集设备采集第一分类数据输入环境分类模型进行环境分类,得到第一环境类别,再根据第一环境类别从备选模型库中选取训练好的交通预测模型作为目标交通预测模型;将采集设备采集的图像数据输入至目标交通预测模型进行交通预测,得到交通预测结果,若发生环境变化则更新目标交通预测模型。本申请实施例中边缘服务器只需利用云服务器训练好的模型进行环境分类或交通预测,提升边缘服务器的运算效率,如果环境发生变化,则对交通预测模型进行更新,进而适应快速变化的环境,提升边缘服务器的交通预测准确性。
Edge traffic object prediction method and device, equipment and storage medium
边缘交通对象预测方法、装置、设备和存储介质
01.09.2023
Patent
Elektronische Ressource
Chinesisch
IPC: | G06F ELECTRIC DIGITAL DATA PROCESSING , Elektrische digitale Datenverarbeitung / 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 / G06V / G08G Anlagen zur Steuerung, Regelung oder Überwachung des Verkehrs , TRAFFIC CONTROL SYSTEMS |
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