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希尔伯特-黄变换的修正及其在转子系统故障诊断中的应用。

A Revised Hilbert⁻Huang Transform and Its Application to Fault Diagnosis in a Rotor System.

机构信息

School of Mechanical and Electrical Engineering, Beijing Information Science & Technology University, Haidian, Qinghe Xiaoying Donglu No. 12, Beijing 100192, China.

School of Mechanical Engineering, Beijing Institute of Technology, No. 5 South Zhongguancun Street, Haidian District, Beijing 100081, China.

出版信息

Sensors (Basel). 2018 Dec 7;18(12):4329. doi: 10.3390/s18124329.

Abstract

As a classical method to deal with nonlinear and nonstationary signals, the Hilbert⁻Huang transform (HHT) is widely used in various fields. In order to overcome the drawbacks of the Hilbert⁻Huang transform (such as end effects and mode mixing) during the process of empirical mode decomposition (EMD), a revised Hilbert⁻Huang transform is proposed in this article. A method called local linear extrapolation is introduced to suppress end effects, and the combination of adding a high-frequency sinusoidal signal to, and embedding a decorrelation operator in, the process of EMD is introduced to eliminate mode mixing. In addition, the correlation coefficients between the analyzed signal and the intrinsic mode functions (IMFs) are introduced to eliminate the undesired IMFs. Simulation results show that the improved HHT can effectively suppress end effects and mode mixing. To verify the effectiveness of the new HHT method with respect to fault diagnosis, the revised HHT is applied to analyze the vibration displacement signals in a rotor system collected under normal, rubbing, and misalignment conditions. The simulation and experimental results indicate that the revised HHT method is more reliable than the original with respect to fault diagnosis in a rotor system.

摘要

作为处理非线性和非平稳信号的一种经典方法,希尔伯特-黄变换(HHT)在各个领域得到了广泛应用。为了克服经验模态分解(EMD)过程中希尔伯特-黄变换(HHT)的缺点(如端点效应和模态混叠),本文提出了一种修正的希尔伯特-黄变换。引入了一种局部线性外推的方法来抑制端点效应,并且在 EMD 过程中引入了添加高频正弦信号和嵌入去相关算子的方法来消除模态混叠。此外,还引入了分析信号与固有模态函数(IMF)之间的相关系数来消除不需要的 IMF。仿真结果表明,改进的 HHT 可以有效地抑制端点效应和模态混叠。为了验证新的 HHT 方法在故障诊断方面的有效性,将修正的 HHT 应用于分析在正常、摩擦和不对中条件下采集的转子系统的振动位移信号。仿真和实验结果表明,在转子系统的故障诊断方面,修正的 HHT 方法比原始的 HHT 方法更可靠。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/df24/6308445/defb9e6444dc/sensors-18-04329-g001.jpg

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