遇见数据集

Webike

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DataONE2020-12-07 更新2024-06-08 收录
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Data Owner: C. Gorenflo, I.Rios, L. Golab, S. Keshav Data Description: This dataset contains data collected through the University of Waterloo’s WeBike field trial, which includes e-bike trips and battery charging sessions spanning from summer 2014 until spring 2017. 31 participants were each given an e-bike, and the e-bikes are monitored by our custom-built kit. The Samsung Galaxy S-III smart phone provides the angular speed and acceleration in all 3 axes through Android’s standard API; Phidget voltage sensor measures the battery voltage, a Phidget current transducer measures the battery charging current, a Digikey current transducer measures the battery discharge current, and a Digikey sensor measures the temperature of the battery. The smart phones are configured the smart phones to wake up for 4 seconds every minute and collect four data samples, one per second, from all the sensors. More information can be found at: https://iss4e.ca/webike-software/ and https://iss4e.ca/webike-a-three-year-study-on-e-bikes-as-a-mode-of-sustainable-transport-in-a-canadian-city/ To identify trip activities and battery charging sessions from the raw data in webike.json, you can follow the activity detection algorithm provided in Section 4.1 of Usage Patterns of Electric Bicycles: An Analysis of the WeBike Project, (https://www.hindawi.com/journals/jat/2017/3739505/), and the scripts we used can be found at: https://github.com/iss4e. time: Timestamp of the data collected acceleration_x: Acceleration in x axis acceleration_y: Acceleration in y axis acceleration_z: Acceleration in z axis ambient_temperature: Ambient Temperature atmospheric_pressure: Atmospheric Pressure battery_temperature: Temperature inside box (from a sensor in the telemetry box, in Celsius) charging_current: Charging current (using Phidget sensor, is reported as a float value. To convert reported value to Amperes use: Charging Current (in A) = Sensor Value * 0.05. Therefore, a sensor value of 400 implies a charging current of 2 A) code_version: Version of our software stack source code discharge_current: Discharging current (using ISS4E built sensor): Discharge Current (A) = (Sensor Value-504)*0.033 (the value 504 is the value displayed by the sensor for 0 Amps; it can vary slightly, +/- few units, so adjust accordingly) gravitational_acceleration: Gravitational acceleration gyroscope_x: Angular speed in x axis gyroscope_y: Angular speed in y axis gyroscope_z: Angular speed in z axis light_level: Light level in lux linear_acceleration_x: Linear acceleration in x axis linear_acceleration_y: Linear acceleration in y axis linear_acceleration_z: Linear acceleration in z axis magnetic_field_x: Magnetic field in x axis magnetic_field_y: Magnetic field in y axis magnetic_field_z: Magnetic field in z axis phone_battery_state: The state the battery of the phone is in proximity_sensor: Proximity Sensor voltage: Battery voltage (using phidget sensor, in V): The actual voltage is 32/22 times the value read by the sensor phone_battery_percentage: Percentage of battery left phone_charging_or_full: Is phone charging or full phone_is_AC_charge: Does phone charge with AC adapter phone_is_USB_charge: Does phone charge with USB rotation_scalar: Rotation scalar rotation_x: Rotation in x axis rotation_y: Rotation in y axis rotation_z: Rotation in z axis Funding: Cisco Systems and the Natural Science and Engineering Research Council of Canada (NSERC).

数据所有者:C. Gorenflo、I. Rios、L. Golab、S. Keshav 数据集说明:本数据集源自滑铁卢大学WeBike实地试验采集的多类数据,涵盖2014年夏季至2017年春季的电动自行车骑行行程与电池充电会话记录。共有31名参与者各获配一辆电动自行车,车辆通过我方自主研发的套件完成监测。三星Galaxy S-III智能手机依托Android标准API采集三轴角速度与三轴加速度数据;Phidget电压传感器用于测量电池电压,Phidget电流传感器采集电池充电电流,Digikey电流传感器采集电池放电电流,Digikey温度传感器则监测电池温度。智能手机被配置为每分钟唤醒4秒,每秒采集一次所有传感器的数据,单次采集共获取4组样本。更多相关信息可访问以下链接:https://iss4e.ca/webike-software/ 与 https://iss4e.ca/webike-a-three-year-study-on-e-bikes-as-a-mode-of-sustainable-transport-in-a-canadian-city/。 若需从webike.json的原始数据中识别骑行行程与电池充电会话,可参考《电动自行车使用模式:WeBike项目分析》(https://www.hindawi.com/journals/jat/2017/3739505/)第4.1节中提供的活动检测算法,本次研究所用脚本可于https://github.com/iss4e获取。 各字段说明如下: time:数据采集的时间戳 acceleration_x:X轴加速度 acceleration_y:Y轴加速度 acceleration_z:Z轴加速度 ambient_temperature:环境温度 atmospheric_pressure:大气压强 battery_temperature:电池舱内温度(取自遥测箱内的传感器,单位为摄氏度) charging_current:充电电流(采用Phidget传感器,输出为浮点数值。转换为安培的公式为:充电电流(A)= 传感器读数 × 0.05。例如,传感器读数为400时,对应充电电流为2 A) code_version:我方软件栈的源代码版本 discharge_current:放电电流(采用ISS4E自研传感器:放电电流(A)= (传感器读数 - 504) × 0.033。注:504为传感器显示0安培时的基准读数,实际可能存在±几个单位的小幅波动,请据此调整) gravitational_acceleration:重力加速度 gyroscope_x:X轴角速度 gyroscope_y:Y轴角速度 gyroscope_z:Z轴角速度 light_level:光照强度(单位:勒克斯) linear_acceleration_x:X轴线性加速度 linear_acceleration_y:Y轴线性加速度 linear_acceleration_z:Z轴线性加速度 magnetic_field_x:X轴磁场强度 magnetic_field_y:Y轴磁场强度 magnetic_field_z:Z轴磁场强度 phone_battery_state:手机电池状态 proximity_sensor:接近传感器 voltage:电池电压(采用Phidget传感器,单位为伏特):实际电压为传感器读数的32/22倍 phone_battery_percentage:剩余电池电量百分比 phone_charging_or_full:手机是否处于充电或充满状态 phone_is_AC_charge:手机是否通过AC适配器充电 phone_is_USB_charge:手机是否通过USB接口充电 rotation_scalar:旋转标量 rotation_x:X轴旋转量 rotation_y:Y轴旋转量 rotation_z:Z轴旋转量 资助信息:本项目由思科系统(Cisco Systems)与加拿大自然科学与工程研究理事会(Natural Science and Engineering Research Council of Canada, NSERC)资助。

创建时间:
2023-12-28
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