The invention discloses a driver driving behavior analysis system. An additionally arranged measuring module is used for collecting vehicle driving data; measured data is sent to a cloud platform of Internet of Vehicles for calculation. Data is preprocessed and driver driving behaviors are scored. An entropy weight method is used to calculate the weight of each index and calculate the comprehensive score of each driver. Clustering analysis on the scores is made by utilizing a fuzzy C-means algorithm. The clustering result is input into a BP neural network for training, vehicle real-time data is imported into the trained BP neural network, driving behaviors are classified by a BP neural network classifier, the classification result is pro-processed, the classification result is converted into an audio signal, the audio signal is sent to a voice device of the vehicle, and the drivers are reminded by a voice device.
本发明公开一种司机驾驶行为分析系统,利用加装的测量模块采集车辆行驶数据,测量的数据发送到车联网的云平台进行计算,将数据预处理,对司机驾驶行为评分,利用熵权法计算各项指标权重并计算司机综合得分,利用模糊C均值算法对评分进行聚类分析,将聚类结果输入BP神经网络进行训练,将车辆实时数据导入训练好的BP神经网络,BP神经网络分类器对驾驶行为分类,并将分类结果处理后转换为音频信号发送到车辆的语音装置,语音装置对司机作出提醒。
Driver driving behavior analysis method and system
一种司机驾驶行为分析方法及系统
2020-08-21
Patent
Electronic Resource
Chinese
IPC: | G06K Erkennen von Daten , RECOGNITION OF DATA / B60W CONJOINT CONTROL OF VEHICLE SUB-UNITS OF DIFFERENT TYPE OR DIFFERENT FUNCTION , Gemeinsame Steuerung oder Regelung von Fahrzeug-Unteraggregaten verschiedenen Typs oder verschiedener Funktion / 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 / G07C TIME OR ATTENDANCE REGISTERS , Zeit- oder Anwesenheitskontrollgeräte |
Driver driving behavior analysis method and analysis system
European Patent Office | 2020
|Driver suggestion system with driver driving behavior evaluation function
European Patent Office | 2024
|Driving motion capture based driver behavior analysis
IEEE | 2012
|Driver driving distraction behavior recognition method based on driving behavior data
European Patent Office | 2021
|Driver driving behavior reminding system and method, and automobile
European Patent Office | 2021
|