基于镜像延拓的EMD端点效应改进算法

Li Zhengkun, Zhang Ze
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引用次数: 5

摘要

在分析非平稳和非线性信号时,经验模态分解(EMD)具有非常重要的优势。然而,它有一个严重的问题,那就是终点效应。镜像延拓是抑制端点效应的有效方法,但在用镜像延拓处理端点效应时,要求将镜像放置在局部极值点。针对这一局限性,本文提出了一种改进的镜像延拓方法。即在使用镜像延拓之前,我们根据条件假设信号的两个端点为最大值或最小值点,然后进行镜像延拓。克服了在镜像延拓法中,由于放置镜像的位置不是极值点而产生的延拓误差。仿真结果和实际应用分析表明,改进后的方法能更好地抑制端点效应。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
The Improved Algorithm of the EMD Endpoint Effect Based on the Mirror Continuation
When analyzing non-stationary and nonlinear signals, empirical mode decomposition (EMD) has a very important advantage. However, it has a serious problem, which is the endpoint effect. Mirror continuation is an effective method of restraining the endpoint effect, but when processing the endpoint effect with the mirror continuation, we demand the mirror placed at the local extreme points. According to this limitation, this paper proposes an improved mirror continuation method. Namely, we assume the two endpoints of signals are maximum or minimum points according to the condition before using the mirror continuation, and then do the mirror continuation. It can overcome the error of continuation, which is generated for the reason that the place where the mirror put is not extreme point in the mirror continuation method. The simulation results and the analysis of actual application show that the improved method can restrain the endpoint effect better.
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