遇见数据集

Vehicle CAN bus data (with GPS)

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Zenodo2020-07-29 更新2026-05-25 收录
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The dataset contains 20Hz sampled CAN bus data from a passenger vehicle, e.g. WheelSpeed FL (speed of the front left wheel), SteerAngle (steering wheel angle), Role, Pitch, and accelerometer values per direction. In contrast to the dataset published at https://zenodo.org/record/2658168#.XMw2m6JS9PY we now have GPS data from the vehicle (see signals 'Latitude_Vehicle' and 'Longitude_Vehicle' in h5 group 'Math') and GPS data from the IMU device (see signals 'Latitude_IMU', 'Longitude_IMU' and 'Time_IMU' in h5 group 'Math') included. However, as it was exported with single_precision, therefore we lost some precision for those GPS values. We are currently looking for a solution and will update the records if possible. For data analysis we use R and R Studio (https://www.rstudio.com/) and the library h5. e.g. check file with R code: library(h5) f <- h5file("file path/20181113_Driver1_Trip1.hdf") summary(f["CAN/Yawrate1"][,]) summary(f["Math/Latitude_IMU"][,]) h5close(f)

本数据集包含某乘用车以20Hz频率采样的控制器局域网(Controller Area Network, CAN)总线数据,涵盖前轮左轮速(WheelSpeed FL)、方向盘转角(SteerAngle)、侧倾角(Roll)、俯仰角(Pitch)以及各轴向加速度计读数。 与发布于https://zenodo.org/record/2658168#.XMw2m6JS9PY的公开数据集相比,本数据集新增了车辆GPS数据(位于H5组'Math'下的信号'Latitude_Vehicle'与'Longitude_Vehicle')以及惯性测量单元(Inertial Measurement Unit, IMU)设备的GPS数据(位于H5组'Math'下的信号'Latitude_IMU'、'Longitude_IMU'与'Time_IMU')。但由于数据以单精度格式导出,此类GPS数据的精度存在一定损失。 目前我们正在寻求解决方案,若可行将对数据集记录进行更新。 本数据集的数据分析采用R语言、R Studio(https://www.rstudio.com/)及h5库完成。 例如可通过如下R代码校验文件: r library(h5) f <- h5file("file path/20181113_Driver1_Trip1.hdf") summary(f["CAN/Yawrate1"][,]) summary(f["Math/Latitude_IMU"][,]) h5close(f)

提供机构:
Zenodo
创建时间:
2019-05-03
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