Vibration and Motor Current Dataset of Rolling Element Bearing Under Varying Speed Conditions for Fault Diagnosis: Subset3

This dataset discloses vibration and motor current data for bearing faults under varying speed conditions from 680 RPM to 2460 RPM. The bearing conditions include healthy bearing, bearings with inner race faults, and bearings with outer race faults. For each faulty bearing condition, the three-phase induction motor is operated under randomly varying speed conditions. Important: Datasets are divided into three parts because of storage limitations (Subset1, Subset2, and Subset3). ---- Description of vibration file format ---- Vibration data file contains five columns namely ‘Time Stamp’, ‘x_direction_housing_A’, ‘y_direction_housing_A’, ‘x_direction_housing_B’, and ‘y_direction_housing_B’. The unit of the vibration is ‘gravitational constant (g)’. vibration_aaaa_bbbb.csv : This file is "bbbb"-th vibration data includes rotating speed data of the condition of "aaaa". ---- Description of motor current file format ---- Motor current data file contains five columns namely ‘Time Stamp’, ‘R_phase’, ‘S_phase’, and ‘T_phase’. The unit of the motor current is ‘Ampare (A)’. current_aaaa_bbbb.csv : This file is "bbbb"-th motor current data includes rotating speed data of the condition of "aaaa". ---- Description of rotating speed file format ---- Rotating speed data file contains two columns namely ‘Time Stamp’, and ‘speed’. The unit of the acoustic is revolutions per minute (RPM)’. rpm_aaaa_bbbb.csv : This file is "bbbb"-th speed data includes rotating speed data of the condition of "aaaa". For more detailed information, check our published paper. Title: Vibration, Acoustic, Temperature, and Motor Current Dataset of Rotating Machine Under Varying Operating Conditions for Fault Diagnosis Link: https://www.sciencedirect.com/journal/data-in-brief

本数据集公开了转速范围为680转每分钟至2460转每分钟的变转速工况下轴承故障的振动与电机电流数据。轴承状态涵盖健康轴承、内圈故障轴承及外圈故障轴承。针对每种故障轴承工况，三相感应电动机均在随机变速工况下运行。重要提示：受存储容量限制，数据集分为三个子集（Subset1、Subset2、Subset3）。
---- 振动文件格式说明 ----
振动数据文件包含五列，分别为「时间戳」、「A座x方向振动信号」、「A座y方向振动信号」、「B座x方向振动信号」及「B座y方向振动信号」。振动信号的单位为重力加速度常数（gravitational constant, g）。
命名规则为vibration_aaaa_bbbb.csv：该文件为第bbbb组振动数据，包含aaaa对应工况下的转速数据。
---- 电机电流文件格式说明 ----
电机电流数据文件包含四列，分别为「时间戳」、「R相电流」、「S相电流」及「T相电流」。电机电流的单位为安培（Ampare, A）。
命名规则为current_aaaa_bbbb.csv：该文件为第bbbb组电机电流数据，包含aaaa对应工况下的转速数据。
---- 转速文件格式说明 ----
转速数据文件包含两列，分别为「时间戳」与「转速」。转速的单位为转每分钟（revolutions per minute, RPM）。
命名规则为rpm_aaaa_bbbb.csv：该文件为第bbbb组转速数据，包含aaaa对应工况下的转速数据。
如需获取更详细信息，请查阅已发表论文：《面向故障诊断的变工况旋转机械振动、声学、温度及电机电流数据集》，链接：https://www.sciencedirect.com/journal/data-in-brief

搜集汇总

背景与挑战

背景概述

该数据集是滚动轴承在变转速条件下（680 RPM至2460 RPM）的故障诊断数据子集（Subset3），包含振动和电机电流测量值，覆盖健康、内圈故障和外圈故障三种轴承状态。数据以CSV文件格式提供，分为振动、电流和转速文件，适用于机械状态监测和故障诊断算法开发。