计算机工程与应用 ›› 2014, Vol. 50 ›› Issue (14): 194-201.

• 信号处理 • 上一篇    下一篇

一种改进的经验模态分解方法

司  莉1,3,毕贵红2,3,张寿明1,韦春桃1   

  1. 1.昆明理工大学 信息工程与自动化学院,昆明 650050
    2.昆明理工大学 电力工程学院,昆明 650050
    3.云南省特种设备安全检测工程技术研究中心,昆明 650050
  • 出版日期:2014-07-15 发布日期:2014-08-04

Improved method for empirical mode decomposition

SI Li1,3, BI Guihong2,3, ZHANG Shouming1, WEI Chuntao1   

  1. 1.Faculty of Information Engineering and Automation, Kunming University of Science and Technology, Kunming 650050, China
    2.Faculty of Electrical Engineering, Kunming University of Science and Technology, Kunming 650050, China
    3.Yunnan Special Equipment Inspection and Research Engineering Center, Kunming 650050, China
  • Online:2014-07-15 Published:2014-08-04

摘要: 针对经验模态分解中存在的端点效应及模态混叠现象,提出一种新的改进方法。利用镜像延拓方法对信号两端数据进行延拓后,结合余弦窗函数以解决端点效应对分解结果的影响,再利用高频谐波法结合掩膜信号法抑制EMD分解过程中存在的模态混叠。通过实验对比验证了该方法的有效可行性。

关键词: 经验模态分解, 模态混叠, 端点效应

Abstract: Aiming at avoiding the existing problem of end effects and mode mixing in empirical mode decomposition, a new method is proposed. By using the method of mirror image extending to extend the signal data at both ends, then processing by cosine window function, the influence of end effects on decomposition results is solved. Using the method of high-frequency harmonics, it combines with the masking signal to inhibit the mode mixing of empirical mode decomposition. Simulation results indicate that the new method is effective and feasible.

Key words: empirical mode decomposition, mode mixing, end effects