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用于故障诊断的旋转机械在不同运行条件下的振动、声学、温度和电机电流数据集。

Vibration, acoustic, temperature, and motor current dataset of rotating machine under varying operating conditions for fault diagnosis.

作者信息

Jung Wonho, Kim Seong-Hu, Yun Sung-Hyun, Bae Jaewoong, Park Yong-Hwa

机构信息

Department of Mechanical Engineering, Center for Noise and Vibration Control Plus, Korea Advanced Institute of Science and Technology, 291, Daehak-ro, Daejeon, Yuseong-gu 34141, South Korea.

Automotive R&D Division, Hyundai Motor Group, 150, HyundaiYeonguso-ro, Namyang-eup, Hwaseong-si, Gyeonggi-do 18280, South Korea.

出版信息

Data Brief. 2023 Mar 9;48:109049. doi: 10.1016/j.dib.2023.109049. eCollection 2023 Jun.

Abstract

Rotating machines are often operated under various operating conditions. However, the characteristics of the data varies with their operating conditions. This article presents the time-series dataset, including vibration, acoustic, temperature, and driving current data of rotating machines under varying operating conditions. The dataset was acquired using four ceramic shear ICP based accelerometers, one microphone, two thermocouples, and three current transformer (CT) based on the international organization for standardization (ISO) standard. The conditions of the rotating machine consisted of normal, bearing faults (inner and outer races), shaft misalignment, and rotor unbalance with three different torque load conditions (0 Nm, 2 Nm, and 4 Nm). This article also reports the vibration and driving current dataset of a rolling element bearing under varying speed conditions (680 RPM to 2460 RPM). The established dataset can be used to verify newly developed state-of-the-art methods for fault diagnosis of rotating machines. Mendeley Data. DOI:10.17632/ztmf3m7h5x.6, DOI:10.17632/vxkj334rzv.7, DOI:10.17632/x3vhp8t6hg.7, DOI:10.17632/j8d8pfkvj2.7.

摘要

旋转机械通常在各种运行条件下运行。然而,数据的特征会随其运行条件而变化。本文展示了时间序列数据集,包括旋转机械在不同运行条件下的振动、声学、温度和驱动电流数据。该数据集是根据国际标准化组织(ISO)标准,使用四个基于陶瓷剪切ICP的加速度计、一个麦克风、两个热电偶和三个电流互感器(CT)采集的。旋转机械的工况包括正常、轴承故障(内圈和外圈)、轴不对中以及转子不平衡,并伴有三种不同的扭矩负载条件(0 Nm、2 Nm和4 Nm)。本文还报告了滚动轴承在不同转速条件(680 RPM至2460 RPM)下的振动和驱动电流数据集。所建立的数据集可用于验证新开发的旋转机械故障诊断的先进方法。Mendeley数据。DOI:10.17632/ztmf3m7h5x.6,DOI:10.17632/vxkj334rzv.7,DOI:10.17632/x3vhp8t6hg.7,DOI:10.17632/j8d8pfkvj2.7。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/080c/10036499/abb4f5681ef3/gr1.jpg

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