首页 | 本学科首页   官方微博 | 高级检索  
     

基于非线性耦合双稳态随机共振的轴承微弱故障信号增强检测方法研究
引用本文:时培明,孙鹏,袁丹真.基于非线性耦合双稳态随机共振的轴承微弱故障信号增强检测方法研究[J].计量学报,2018,39(3):373-376.
作者姓名:时培明  孙鹏  袁丹真
作者单位:燕山大学电气工程学院, 河北 秦皇岛 066004
基金项目:国家自然科学基金(51475407);河北省自然科学基金(E2015203190);河北省人社厅“三三三人才工程”培养项目(A2016002018)
摘    要:针对滚动轴承微弱故障信号难以检测的难题,提出一种基于新型非线性耦合双稳态随机共振模型的轴承微弱故障信号增强检测方法。噪声背景下,随机共振可以实现微弱信号的增强输出,提高微弱信号特征的检测。提出的非线性耦合双稳态系统是由两个单一双稳态系统经非线性方式耦合而成,通过分析耦合系数、阻尼系数随着噪声强度改变的信噪改善比响应特性曲线图研究了不同参数对随机共振现象的影响。结果表明,耦合双稳系统比单一双稳态系统具有更强随机共振现象的产生。最后采用模型对轴承故障微弱信号进行了增强检测应用,所提出的非线性耦合双稳态随机共振能够实现在复杂的噪声背景下对微弱故障信号的检测。

关 键 词:计量学  轴承故障诊断  随机共振  耦合  信噪改善比  信号检测  
收稿时间:2017-03-16

Research on the Enhanced Detection Method of Bearing Fault Weak Fault Signal Based on Nonlinear Coupled Bistable Stochastic Resonance
SHI Pei-ming,SUN Peng,YUAN Dan-zhen.Research on the Enhanced Detection Method of Bearing Fault Weak Fault Signal Based on Nonlinear Coupled Bistable Stochastic Resonance[J].Acta Metrologica Sinica,2018,39(3):373-376.
Authors:SHI Pei-ming  SUN Peng  YUAN Dan-zhen
Affiliation:School of Electrical Engineering, Yanshan University, Qinhuangdao, Hebei 066004, China
Abstract:In order to solve the problem that the weak fault signal of rolling bearing is difficult to be detected, a new method based on a new nonlinear coupled bistable stochastic resonance model is proposed. Under the background of noise, stochastic resonance can enhance the output of weak signal and improve the detection of weak signal. The nonlinear coupled bistable system proposed in this paper is composed of two single bistable system with nonlinear coupling. The influence of different parameters on the phenomenon of stochastic resonance are researched through the analysis of the damping coefficient and the coupling coefficient, with the noise intensity change SNIR (signal to noise improvement ratio) response curve. The results show that the coupled bistable system is more robust than the single bistable system. In the end, the bearing fault of weak signal was enhanced by using this detection model, the proposed nonlinear coupled bistable stochastic resonance can detect weak fault signal noise in complex background.
Keywords:metrology  fault diagnosis of bearing  stochastic resonance  coupled  signal to noise improvement ratio  signal detection  
本文献已被 CNKI 等数据库收录!
点击此处可从《计量学报》浏览原始摘要信息
点击此处可从《计量学报》下载全文
设为首页 | 免责声明 | 关于勤云 | 加入收藏

Copyright©北京勤云科技发展有限公司  京ICP备09084417号