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Phase Synchrony Analysis of Rolling Bearing Vibrations and Its Application to Failure Identification

机译:滚动轴承振动的相位同步分析及其在故障识别中的应用

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摘要

As the failure-induced component (FIC) in the vibration signals of bearings transmits through housings and shafts, potential phase synchronization is excited among multichannel signals. As phase synchrony analysis (PSA) does not involve the chaotic behavior of signals, it is suitable for characterizing the operating state of bearings considering complicated vibration signals. Therefore, a novel PSA method was developed to identify and track the failure evolution of bearings. First, resonance demodulation and variational mode decomposition (VMD) were combined to extract the mono-component or band-limited FIC from signals. Then, the instantaneous phase of the FIC was analytically solved using Hilbert transformation. The generalized phase difference (GPD) was used to quantify the relationship between FICs extracted from different vibration signals. The entropy of the GPD was regarded as the indicator for quantifying failure evolution. The proposed method was applied to the vibration signals obtained from an accelerated failure experiment and a natural failure experiment. Results showed that phase synchronization in bearing failure evolution was detected and evaluated effectively. Despite the chaotic behavior of the signals, the phase synchronization indicator could identify bearing failure during the initial stage in a robust manner.
机译:由于轴承的振动信号中的故障诱发分量(FIC)通过轴承座和轴传递,因此多通道信号之间的潜在相位同步被激发。由于相位同步分析(PSA)不涉及信号的混沌行为,因此适合于考虑复杂振动信号来表征轴承的工作状态。因此,开发了一种新颖的PSA方法来识别和跟踪轴承的故障演变。首先,将共振解调和变模分解(VMD)结合起来,从信号中提取单分量或带限FIC。然后,使用希尔伯特变换对FIC的瞬时相位进行了解析求解。广义相位差(GPD)用于量化从不同振动信号提取的FIC之间的关系。 GPD的熵被视为量化失效演化的指标。该方法被应用于从加速破坏实验和自然破坏实验获得的振动信号。结果表明,可以有效地检测和评估轴承失效演化中的相位同步。尽管信号混乱,但相位同步指示器仍可以可靠地识别出轴承在初始阶段的故障。

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