张超, 张辉, 辛阔, 王建国, 谷丰收. 调制信号双谱在滚动轴承故障诊断中的应用研究[J]. 南昌航空大学学报(自然科学版), 2021, 35(1): 75-81. DOI: 10.3969/j.issn.2096-8566.2021.01.012
引用本文: 张超, 张辉, 辛阔, 王建国, 谷丰收. 调制信号双谱在滚动轴承故障诊断中的应用研究[J]. 南昌航空大学学报(自然科学版), 2021, 35(1): 75-81. DOI: 10.3969/j.issn.2096-8566.2021.01.012
Chao ZHANG, Hui ZHANG, Kuo XIN, Jian-guo WANG, Feng-shou GU. Research on Application of Modulated Signal Bispectrum in Fault Diagnosis of Rolling Bearings[J]. Journal of nanchang hangkong university(Natural science edition), 2021, 35(1): 75-81. DOI: 10.3969/j.issn.2096-8566.2021.01.012
Citation: Chao ZHANG, Hui ZHANG, Kuo XIN, Jian-guo WANG, Feng-shou GU. Research on Application of Modulated Signal Bispectrum in Fault Diagnosis of Rolling Bearings[J]. Journal of nanchang hangkong university(Natural science edition), 2021, 35(1): 75-81. DOI: 10.3969/j.issn.2096-8566.2021.01.012

调制信号双谱在滚动轴承故障诊断中的应用研究

Research on Application of Modulated Signal Bispectrum in Fault Diagnosis of Rolling Bearings

  • 摘要: 如何从噪声中提取有效的故障特征频率,如何有效地解调振动信号中固有的调制分量,这种问题的存在影响诊断的精确性。为了解决这一问题,应用调制信号双谱(Modulated signal bispectrum, MSB)的信号处理方法,开发了基于信号解调特性的MSB来进行解调和降噪。首先将采集到的振动信号,使用MSB方法进行降噪和解调,得到调制信号双谱图;为准确地量化边带幅度,使用调制信号双谱-边带估计器(Modulation signal bispectrum-sideband estimator, MSB-SE)进行处理;通过选择几个次优的切片构成最佳的切片;最终,通过复合切片谱实现故障特征频率的提取,为进一步验证MSB的准确性,并用调制信号双谱相干性检测。通过对模拟信号及滚动轴承故障实验数据进行分析,验证了该方法的有效性和优越性。

     

    Abstract: How to extract the effective fault characteristic frequency from the noise and how to effectively demodulate the inherent modulation component in the vibration signal will affect the accuracy of diagnosis. In order to solve this problem, the signal processing method of modulated signal bispectrum (Modulated signal bispectrum, MSB) is used, and the MSB based on signal demodulated characteristics is developed for demodulated and noise reduction. First, the collected vibration signal is denoised and demodulated using the MSB method to obtain a bispectrum of the modulated signal; in order to accurately quantify the sideband amplitude, a Modulated signal bispectrum-sideband estimator is used., MSB-SE) for processing; by selecting several sub-optimal slices to form the best slice; finally, the fault characteristic frequency is extracted through the composite slice spectrum, in order to further verify the accuracy of the MSB, and use the modulated signal bispectral coherence detection. The effectiveness and superiority of the method are verified by analyzing the analog signal and the experimental data of rolling bearing failure.

     

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