five

Phone sensor data while driving a car and normal or aggressive driving behaviour classification

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Mendeley Data2026-04-18 收录
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https://data.mendeley.com/datasets/5stn873wft
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资源简介:
(1_20210317_184512.csv, 2_20210317_171452.csv) - Data has been recorded on an android phone attached to the dashboard of the car. Data was collected while driving the car on city roads in mild traffic. The parameters recorded are : Longitude, Latitude, Speed, Distance, Time, Acc X, Acc Y, Acc Z, Heading, gyro_x, gyro_y, gyro_z (Acc - Accelerometer, Gyro - Gyroscope). (3_FinalDatasetCsv.csv) - Above two files merged but only Accelerometer and Gyroscope parameters are present. Also another column present called 'label'. This column basically has two classes - '0' and '1'. '0' represents normal driving behavior while '1' represents aggressive driving behavior. These datasets can be used for training machine learning models that classify a person's driving into normal or aggressive.

(1_20210317_184512.csv, 2_20210317_171452.csv) — 本数据集由固定于汽车仪表盘的安卓手机采集记录,数据采集于城市道路轻度交通情境下的驾车过程。记录的参数包括:经度(Longitude)、纬度(Latitude)、速度(Speed)、行驶距离(Distance)、时间(Time)、加速度X轴(Acc X)、加速度Y轴(Acc Y)、加速度Z轴(Acc Z)、航向角(Heading)、陀螺仪X轴(gyro_x)、陀螺仪Y轴(gyro_y)、陀螺仪Z轴(gyro_z)(注:Acc为加速度计(Accelerometer),Gyro为陀螺仪(Gyroscope))。 (3_FinalDatasetCsv.csv) — 该文件为上述两份数据集的合并版本,仅保留加速度计与陀螺仪相关参数,且新增一列名为"label"的标签列。该标签包含两类取值:"0"与"1",其中"0"代表正常驾驶行为,"1"代表激进驾驶行为。 本数据集可用于训练可将驾驶行为分类为正常或激进类别的机器学习模型。
创建时间:
2021-06-03
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