遇见数据集

Bearing run-to-failure datasets of UNSW

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Mendeley Data2026-04-18 收录
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The run-to-failure experiments data were collected at the University of New South Wales in 2019-2020, regarding the development of bearing fault severity assessment methods. The following journal paper [1] contains the description of the experiments and test rig information. [1] H. Zhang, P. Borghesani, R. B. Randall, and Z. Peng, “A benchmark of measurement approaches to track the natural evolution of spall severity in rolling element bearings,” Mech. Syst. Signal Process., vol. 166, p. 108466, 2022, doi: 10.1016/j.ymssp.2021.108466. Please consider citing this resource if relative to your work. Data of four run-to-failure experiments, named Test 1 to 4 according to Ref. [1], are stored in four folders respectively. Each folder contains two subfolders, one has all collected signals at 6 Hz, and the other has selected samples at 4 speeds (6,12,15,20 Hz). Each data file is named as vib_aaaaaaaaa_bb.mat: • aaaaaaaaa: is the running cycle of the shaft in this measurement • bb: is the shaft speed in Hz Each data file contains the following variables: • Fs: the sampling frequency • accH: acceleration (V) in horizontal direction • accV: acceleration (V) in vertical direction • enc1: encoder signal channel 1 (1024 pulses/rev) • enc2: encoder signal channel 2 (1024 pulses/rev) • loadCell: the applied radial load (V) on the test bearing • tacho: tacho signal of the shaft (1/rev) For any further information, please contact the Author or the Tribology and Machine Condition Monitoring group of UNSW Sydney. The version of datasets is updated due to the nomenclature issue of variables.

本失效运行实验数据集采集于2019-2020年的新南威尔士大学(University of New South Wales,以下简称UNSW),用于滚动轴承故障严重程度评估方法的研发。 下述期刊论文[1]详细记载了本次实验及试验台的相关信息。 [1] H. Zhang, P. Borghesani, R. B. Randall, Z. Peng, “追踪滚动轴承剥落严重程度自然演化的测量方法基准测试”,《机械系统与信号处理》,第166卷,第108466页,2022年,DOI: 10.1016/j.ymssp.2021.108466。 若您的研究工作涉及本数据集,请务必引用该文献。 共包含4组失效运行实验数据,依据参考文献[1]分别记为测试1至测试4,每组数据存储于独立文件夹中。 每个文件夹下设两个子文件夹:其一存储采集频率为6 Hz的全量信号,其二存储4种转速(6、12、15、20 Hz)下的筛选样本。 各数据文件命名格式为vib_aaaaaaaaa_bb.mat,其中: • aaaaaaaaa:本次测量中轴的运行循环次数 • bb:轴的转速,单位为Hz 每个数据文件包含以下变量: • Fs:采样频率 • accH:水平方向加速度(单位:V) • accV:垂直方向加速度(单位:V) • enc1:编码器通道1信号(每转1024个脉冲) • enc2:编码器通道2信号(每转1024个脉冲) • loadCell:施加于试验轴承的径向载荷(单位:V) • tacho:轴的转速计信号(每转1个脉冲) 如需获取更多信息,请联系数据集作者或UNSW悉尼分校的摩擦学与机械状态监测课题组。 本数据集已针对变量命名规范问题进行了版本更新。

创建时间:
2021-11-04
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