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Alpha Stable Distribution Based Morphological Filter for Bearing and Gear Fault Diagnosis in Nuclear Power Plant

机译:基于阿尔法稳定分布的形态学滤波器在核电站轴承和齿轮故障诊断中的应用

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摘要

Gear and bearing play an important role as key components of rotating machinery power transmission systems in nuclear power plants. Their state conditions are very important for safety and normal operation of entire nuclear power plant. Vibration based condition monitoring is more complicated for the gear and bearing of planetary gearbox than those of fixed-axis gearbox. Many theoretical and engineering challenges in planetary gearbox fault diagnosis have not yet been resolved which are of great importance for nuclear power plants. A detailed vibration condition monitoring review of planetary gearbox used in nuclear power plants is conducted in this paper. A new fault diagnosis method of planetary gearbox gears is proposed. Bearing fault data, bearing simulation data, and gear fault data are used to test the new method. Signals preprocessed using dilation-erosion gradient filter and fast Fourier transform for fault information extraction. The length of structuring element (SE) of dilation-erosion gradient filter is optimized by alpha stable distribution. Method experimental verification confirmed that parameter alpha is superior compared to kurtosis since it can reflect the form of entire signal and it cannot be influenced by noise similar to impulse.
机译:齿轮和轴承在核电站中作为旋转机械动力传输系统的关键组件发挥着重要作用。它们的状态对于整个核电站的安全和正常运行非常重要。行星齿轮箱的齿轮和轴承比固定轴齿轮箱的基于振动的状态监测更加复杂。行星齿轮箱故障诊断中的许多理论和工程挑战尚未解决,这对于核电厂而言非常重要。本文对核电厂所用行星齿轮箱的振动状态进行了详细的监测综述。提出了一种新的行星齿轮箱故障诊断方法。轴承故障数据,轴承仿真数据和齿轮故障数据用于测试该新方法。使用膨胀侵蚀梯度滤波器和快速傅里叶变换对信号进行预处理以提取故障信息。通过α稳定分布来优化膨胀侵蚀梯度滤波器的结构元素(SE)的长度。方法实验验证证实,参数alpha比峰度更好,因为它可以反映整个信号的形式,并且不受类似于脉冲的噪声的影响。

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  • 来源
    《Science and technology of nuclear installation》 |2015年第2015期|460131.1-460131.15|共15页
  • 作者单位

    Mech Engn Coll, Shijiazhuang 050003, Peoples R China;

    Mech Engn Coll, Shijiazhuang 050003, Peoples R China;

    Chongqing Univ, State Key Lab Mech Transmiss, Chongqing 400030, Peoples R China;

    Mech Engn Coll, Shijiazhuang 050003, Peoples R China;

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