[an error occurred while processing this directive] [an error occurred while processing this directive] [an error occurred while processing this directive]
[an error occurred while processing this directive]
相关技术

基于多尺度谱峭度图的遥测振动信号异常检测

  • 刘学 ,
  • 玄志武 ,
  • 梁红
展开
  • 91550部队, 辽宁大连 116000

刘学(1983-),男,黑龙江大庆人,高级工程师,博士,研究方向:遥测信号处理。

收稿日期: 2014-11-09

  网络出版日期: 2025-05-28

Telemetry Vibration Signal Abnormality Detection Method Based on Multi-scale Spectral Kurtosis Map

  • LIU Xue ,
  • XUAN Zhiwu ,
  • LIANG Hong
Expand
  • No. 91550 Unit, Liaoning Dalian 116000, China

Received date: 2014-11-09

  Online published: 2025-05-28

摘要

针对遥测振动信号频域成分复杂、非平稳非线性和强噪声特性,提出一种基于多尺度谱峭度图的遥测振动信号异常检测方法。首先对采集到的信号进行零漂修正和趋势项消除,然后利用自适应分解方法对信号进行自适应多尺度分解,依据谱峭度筛选出异常频率所在频带的分量;接下来利用筛选出的分量做时频分布,对时频分布进行多尺度划分,计算相应尺度频段内的谱峭度值并画出谱峭度图,依据峭度最大原则选取滤波频段;最后利用CZT变换对滤波后的信号进行频谱细化,进而获得振动信号的异常频率。仿真和实测数据验证了该方法的有效性。

本文引用格式

刘学 , 玄志武 , 梁红 . 基于多尺度谱峭度图的遥测振动信号异常检测[J]. 弹箭与制导学报, 2015 , 35(5) : 187 -190 . DOI: 10.15892/j.cnki.djzdxb.2015.05.043

Abstract

Since telemetry vibration signal in frequency domain has characteristics of complex composition, nonlinear and non-stationary, as well as strong noise, a telemetry vibration signal detection method based on multi-scale spectral kurtosis map was proposed. Firstly, the collected telemetry vibration signal was zero drift amended and eliminated the trend term. Secondly, adaptive decomposition method was used to multi-scale decompose the signal, and the spectral kurtosis was used to remove false component: Thirdly, the time-frequency distribution was calculated by screening component, and divided multi-layer and multi-scale, then the spectral kurtosis of the corresponding scale band signal was calculated to draw spectral kurtosis map, and the filter band was selected based on the principle of maximum kurtosis; Finally, CZT transform was used to refine the filtered signal spectrum for abnormal frequency vibration signal. The results of simulation and practical application demonstrate effectiveness of this method.

[an error occurred while processing this directive]

参考文献

[1]
Nikolaou N G, Antoniadis I A. Demodulation of vibration signals generated by defects in rolling element bearings using complex shifted morel wavelets[J]. Mechanical Systems and Signal Processing, 2002. 16 4: 677-694.
[2]
Antoni J, Randall R B. The spectral kurtosis: a useful tool for characterizing non-stationary signals[J]. Mechanical System s and Signal Processing, 2006. 20 2: 282-307.
[3]
蔡艳平, 李艾华, 石林锁, 等. 基于EMD与谱峭度的滚动轴承故障检测改进包络谱分析[J]. 振动与冲击, 2011. 30 2: 167-472.
[4]
程军圣, 张亢, 杨宇, 等. 局部均值分解方法与经验模式分解的对比研究[J]. 振动与冲击, 2009. 28 5: 13-16.
[5]
杨德昌, 唐巍, 屈瑞谦, 等. 基于改进局部均值分解的低频振荡参数提取[J]. 中国电机工程学报, 2013, 33 4: 135-140.
[6]
Smith J S. The local mean decomposition and its application to EEG perception data[J]. Journal of the Royal Society Interface, 2005, 2 5: 443-454.
[7]
王晓冬, 何正嘉, 訾艳阳. 滚动轴承故障诊断的多小波谱峭度方法[J]. 西安交通大学学报, 2010, 44 3: 77-81.
文章导航

/

[an error occurred while processing this directive]