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A detection method for bearing faults using null space pursuit and S transform

机译:基于零空间追踪和S变换的轴承故障检测方法

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摘要

In this paper, a novel measurement method based on null space pursuit and S transform is presented to detect the faults of the bearing vibration signal. Since the features of bearing faults in the vibration signal may be submerged by machine-borne vibration and the high intensity of noise, it is very difficult to detect the bearing faults directly. The proposed method is a hybrid of null space pursuit and S transform. As a signal separation approach, the null space pursuit based on operator can extract the fault components from the vibration signal efficiently. Then, S transform is introduced to represent a "Magnitude-Frequency" and a "Time-Frequency" contour of the extracted fault components. Finally, several real vibration signals containing bearing fault signature are investigated to verify the effectiveness of the proposed method.
机译:提出了一种基于零空间追踪和S变换的轴承振动信号故障检测方法。由于振动信号中轴承故障的特征可能会被机载振动和高噪声强度淹没,因此直接检测轴承故障非常困难。该方法是零空间追踪和S变换的混合体。作为一种信号分离方法,基于算子的零空间寻迹可以有效地从振动信号中提取故障分量。然后,引入S变换以表示提取的故障分量的“幅值-频率”和“时间-频率”轮廓。最后,研究了几个包含轴承故障特征的真实振动信号,以验证所提方法的有效性。

著录项

  • 来源
    《Signal processing》 |2014年第ptaa期|80-89|共10页
  • 作者单位

    School of Electrical Engineering and Automation, Anhui University, Hefei 230601, China;

    School of Electrical Engineering and Automation, Anhui University, Hefei 230601, China;

    School of Electrical Engineering and Automation, Anhui University, Hefei 230601, China;

    School of Electrical Engineering and Automation, Anhui University, Hefei 230601, China;

    Institute of Automation, The Chinese Academy of Sciences, Beijing 100190, China;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Null space pursuit; S transform; Bearing faults; Time-Frequency analysis;

    机译:空空间追求;S变换轴承故障;时频分析;

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