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Selection principle of mathematical morphological operators in vibration signal processing

机译:振动信号处理中数学形态学算子的选择原则

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摘要

In this paper a novel method based on geometric illustration and frequency response analysis is proposed for evaluating the performance of mathematical morphological (MM) operators in vibration signal processing. With geometric illustration, the working mechanism of MM operators can be disclosed and the frequency response is studied to select suitable MM operators and structural element length. The advantage of combining geometric illustration and frequency response analysis is that it does recognize the characteristics of MM operators which are used to signal denosing or feature extraction. Selection suggestion and comprehensive explanation of MM operators for different purpose are supplied for vibration signal analysis. The paper also proposes a new operator called CMF-hat to extract the impulsive-type signal for bearing fault detection. The experimental results show that CMF-hat can effectively extract the fault features, and the proposed evaluating method advances selection of MM operators and improves the accuracy of fault diagnosis.
机译:本文提出了一种基于几何图示和频率响应分析的新方法,用于评估数学形态学(MM)算子在振动信号处理中的性能。通过几何图示,可以揭示MM算子的工作机理,并研究频率响应以选择合适的MM算子和结构元件长度。将几何图示与频率响应分析相结合的优势在于,它可以识别用于信号去噪或特征提取的MM运算符的特征。针对振动信号分析,提供了针对不同用途的MM操作员的选择建议和综合说明。本文还提出了一种新的称为CMF-hat的运算符,用于提取脉冲型信号以进行轴承故障检测。实验结果表明,CMF-hat可以有效地提取故障特征,所提出的评估方法可以促进MM算子的选择,提高故障诊断的准确性。

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