• 综合
  • 标题
  • 关键词
  • 摘要
  • 学者
  • 期刊-刊名
  • 期刊-ISSN
  • 会议名称
搜索

作者:

Wu Chunguang (Wu Chunguang.) | Cui Lingli (Cui Lingli.) (学者:崔玲丽) | Wu Na (Wu Na.)

收录:

CPCI-S

摘要:

In mechanical fault diagnosis, the traditional blind source separation algorithm requires the number of observed signals which are more than the number of source signals. However, in most cases, mechanical failure does not satisfy the conditions which generated underdetermined blind source separation problem. We proposed an underdetermined blind source separation method based on wavelet packet First, the wavelet packet analysis was used to get a signal with noise reduction. Then, the processed signal was decomposed and reconstructed by wavelet packet analysis to get a series of reconstructed signals. Second, calculate the kurtosis value of the reconstructed signals and select the larger one. Finally, the new set of observed signal consisting of the reconstructed signal and the source signal was analyzed by the blind source separation. Simulation and measured results show the effectiveness and feasibility of this method. Compare the different analysis results of underdetermined blind source separation method based on continuous wavelet transform and EMD. It is proved that the algorithm we proposed is superior to the other two methods both in simulated, measured and engineering signals.

关键词:

Continuous Wavelet Transform EMD Kurtosis Underdetermined Blind Source Separation Wavelet Packet Analysis

作者机构:

  • [ 1 ] [Wu Chunguang]Beijing Univ Technol, Coll Mech Engn & Appl Elect Technol, Key Lab Adv Mfg Technol, Beijing 100124, Peoples R China
  • [ 2 ] [Cui Lingli]Beijing Univ Technol, Coll Mech Engn & Appl Elect Technol, Key Lab Adv Mfg Technol, Beijing 100124, Peoples R China
  • [ 3 ] [Wu Na]Beijing Univ Technol, Coll Mech Engn & Appl Elect Technol, Key Lab Adv Mfg Technol, Beijing 100124, Peoples R China

通讯作者信息:

  • [Wu Chunguang]Beijing Univ Technol, Coll Mech Engn & Appl Elect Technol, Key Lab Adv Mfg Technol, Beijing 100124, Peoples R China

电子邮件地址:

查看成果更多字段

相关关键词:

来源 :

PROCEEDINGS OF THE FIFTH INTERNATIONAL SYMPOSIUM ON TEST AUTOMATION & INSTRUMENTATION, VOLS 1 AND 2

年份: 2014

页码: 6-13

语种: 英文

被引次数:

WoS核心集被引频次: 1

SCOPUS被引频次:

ESI高被引论文在榜: 0 展开所有

万方被引频次:

中文被引频次:

近30日浏览量: 3

在线人数/总访问数:87/3612230
地址:北京工业大学图书馆(北京市朝阳区平乐园100号 邮编:100124) 联系我们:010-67392185
版权所有:北京工业大学图书馆 站点建设与维护:北京爱琴海乐之技术有限公司