Current Signature Dataset of Three-Phase Induction Motor under Varying Load Conditions

The time domain dataset includes the instantaneous values of three-phase current signature data of loaded induction motor with healthy and unhealthy conditions. The motor with various faults were operated under different load conditions to observe their impact on current signatures. The motor faults include inner-race and outer-race bearing faults of (i) 0.7mm, (i) 0.9mm, (i) 1.1mm, (i) 1.3mm, (i) 1.5m, and (i) 1.7mm. The bearings with different severity levels of faults were operated under the load conditions of 100W, 200W, and 300W. In addition, the motor health condition was also experimented under broken rotor bar (BRB) fault with 100W and 300W loads. There are a total 39 datasets including the three-phase current data acquired under different motor health conditions. The data was acquired at the sampling rate of 10 kHz at the rate of 1000 samples per channel using non-invasive current sensors.

本时域数据集涵盖健康与故障工况下负载运行感应电机的三相电流特征数据瞬时值。为观测故障对电流特征信号的影响，本实验将存在各类故障的电机置于不同负载工况下运行。电机故障类型包含轴承内圈与外圈故障，故障尺寸分别为0.7mm、0.9mm、1.1mm、1.3mm、1.5m（注：原文疑似笔误，1.5m应为1.5mm）及1.7mm。带有不同故障严重程度轴承的电机分别在100W、200W、300W的负载工况下运行。此外，本实验还针对存在转子断条（broken rotor bar, BRB）故障的电机，在100W与300W负载工况下采集了对应数据。本数据集总计包含39组三相电流数据，覆盖不同电机健康工况下的采集结果。所有数据均采用非侵入式电流传感器采集，采样率为10 kHz，单通道采样点数为1000。

搜集汇总

背景与挑战

背景概述

该数据集包含三相感应电机在健康和不健康状态下的电流特征数据，涵盖多种轴承故障和转子条断裂故障，并在不同负载条件下（100W、200W、300W）进行实验。数据以10 kHz的采样率采集，共包含39个数据集，适用于电机故障诊断和工业机械研究。