The invention discloses an urban road traffic state prediction method based on a macro-medium-micro hybrid simulation model, a storage medium and equipment, and the method comprises the steps: collecting historical electronic police data and traffic channelization data, inputting the historical electronic police data and traffic channelization data into a constructed macro-medium-micro integrated multi-level hybrid simulation model, and carrying out the simulation, obtaining a road traffic state in each time period and traffic flow data at each moment; constructing a traffic flow parameter prediction model based on an MVF-FA-LSTM algorithm, inputting the traffic flow data into the traffic flow parameter prediction model, and predicting the traffic flow and the passing speed of the road; and constructing a traffic state prediction model based on a fuzzy C-means clustering algorithm, inputting the predicted traffic flow and passing speed of the road into the traffic state prediction model, and predicting the traffic state of the road. According to the method, unification of microscopic, mesoscopic and macroscopic simulation models is realized, and road flow and passing speed prediction is realized, so that road traffic states are divided, and a traffic management department is guided to command and make decisions.
本发明公开了一种基于宏中微混合仿真模型的城市道路交通状态预测方法、存储介质及设备,包括:收集历史电警数据和交通渠化数据,输入构建的宏中微一体化多层级混合仿真模型,进行仿真模拟,得到每个时段下的道路交通状态以及每个时刻下的交通流数据;构建基于MVF‑FA‑LSTM算法的交通流参数预测模型,将交通流数据输入交通流参数预测模型中,预测出道路的交通流量和通行速度;构建基于模糊C均值聚类算法的交通状态预测模型,将预测的道路的交通流量和通行速度输入交通状态预测模型中,预测出道路的交通状态。本发明实现微观、中观、宏观仿真模型的统一化,并实现道路流量、通行速度预测,从而划分道路交通状态,指导交通管理部门指挥决策。
Urban road traffic state prediction method based on macro-medium-micro hybrid simulation model, storage medium and equipment
一种基于宏中微混合仿真模型的城市道路交通状态预测方法、存储介质及设备
2025-03-11
Patent
Electronic Resource
Chinese
IPC: | G08G Anlagen zur Steuerung, Regelung oder Überwachung des Verkehrs , TRAFFIC CONTROL SYSTEMS / G06F ELECTRIC DIGITAL DATA PROCESSING , Elektrische digitale Datenverarbeitung / G06N COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS , Rechnersysteme, basierend auf spezifischen Rechenmodellen |
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