Hilbert-Huang变换中的一种端点处理方法
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摘要
在HHT方法中,边界处理问题是经验模态分解过程中的核心问题,处理不好会引起数据端部的“飞翼”,进而“污染”整个数据,使分解的固有模态函数失效。解决此问题有两种方法:在数据两端加子波和在数据两端各添加两个极值点。对仿真信号的处理证明这两种方法都是有效的,而后一种方法效果更好。利用后一种方法,对1996年丽江7.0级地震的一条强余震加速度记录进行了分析,加深了对强地震动特性的了解。
Boundary-processing is crucial to EMD process in HHT, whose failure may cause the invalidity of the decomposed IMF due to boundary fluctuation and the whole data invalidity. We propose two methods to solve this problem, one of which is the addition of wavelet at the data's ends, and the other is the addition of extreme points at the data's ends. The two methods prove to be effective by the processing of emulation signals, and the latter is more effective. We use the proposed methods to analyze an acceleration record of the strong aftershock in the Lijiang MS7.0 earthquake in 1996, and therefore achieving a better understanding of strong motion characteristics.
引文
陈忠,郑时雄.2003.EMD信号分析方法边缘效应的分析[J].数据采集与处理,18(1):114-118.
    邓拥军,王伟,等.2001.EMD方法及Hilbert变换中边界问题的处理[J].科学通报,46(3):257-263.
    杜寿昌,梁虹.2004.基于Hilbert-Huang变换的第一心音信号时频分析[J].云南民族大学学报,13(2):95-98.
    黄大吉,赵进平,等.2003.希尔伯特-黄变换的端点延拓[J].海洋学报,25(1):1-11.
    罗奇峰,石春香.2003.Hilbert-Huang变换理论及其计算的问题[J].同济大学学报,31(6):637-640.
    Huang N E,Shen Z,Long S R,et al.1998.The empirical mode de-composition and the Hilbert spectrumfor non-linear and non-station-ary time series analysis[J].Proc.Royal.Society,A454:903-995.
    Yu D,Cheng J,Yang Y.2005.Application of EMD method and Hil-bert spectrumto the fault diagnosis of roller bearings[J].Mechani-cal Systems and Signal Processing,19:259-270.

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