最优小波包变换在地震信号去噪中的应用
详细信息 本馆镜像全文    |  推荐本文 | | 获取馆网全文
摘要
应用最优小波包变换,采用取决于节点噪声时频特征的相关阈值,对模拟地震波到达的加噪合成信号、SDAES数字声发射仪采集的微震实验信号、NIED观测台站记录的日本2007年能登半岛地震信号进行去噪,并和基于小波变换的其他方法进行了去噪效果比较。结果表明,该方法获得的信号信噪比(SNR)高、失真低,体现出了总体优越性。
We apply the node-dependent threshold relative to the characteristics of the time-frequency of the noise to the optimum Wavelet Packet Transform(WPT) method to denoise a synthetic noisy signal of the arrival of the simulative seismic wave,an experimental micro-seismic signal collected by a digital acoustic emission instrument,SDAES,and a seismic signal of 2007 Noto Hanto Earthquake in Japan recorded at NIED observatory.We find that the signal denoised by the optimum WPT method has a higher signal-to-noise ratio(SNR) and a lower distortion than those by other methods based on wavelet transform(WT) methods,and the WPT method shows the overall superiority.
引文
胡昌华,张军波,夏伟,等.1999.基于Matlab的系统分析与设计——小波分析[M].西安:西安电子科技大学出版社,217-232.
    雷栋,胡祥云,张素芳.2006.小波理论及其在地震监测中的应用[J].地震研究,29(1):103-106.
    刘明才.2005.小波分析及其应用[M].北京:清华大学出版社,88-97.
    彭玉华.1999.小波变换与工程应用[M].北京:科学出版社.
    张平,山秀明,毛玉平.2007.基于小波多分辨率分析的地磁脉动信号提取[J].地震研究,30(2):179-181.
    Aki K,Richards P G.1980.Quantitative seismology:theory and methods,Vol I[M].San Francisco:W H Freeman and Company.
    Allen J,Rabiner L.1977.A unified approach to short-time Fourier anal-ysis and synthesis[J].Proc IEEE,65(11):1558-1564.
    Donoho D,Johnstone I M.1994.Ideal spatial adaptation by waveletshrinkage[J].Biometrika,81(3):425-455.
    Donoho D.1995.De-noising by soft-thresholding[J].IEEE Trans In-form Theory,41(3):613-627.
    Douglas A.1997.Bandpass filtering to reduce noise on seismograms:isthere a better way?[J].BSSA,87(3):770-777.
    Galiana-Merino J J,Rosa-Herranz J,Giner J,et al.2003.De-noisingof short-period seismograms by wavelet packet transform[J].BSSA,93(6):2334-2562.
    Galiana-Merino J J,Rosa-Herranz J,Jáuregui P,et al.2007.Wavelettransform methods for azimuth estimation in local three-componentseismograms[J].BSSA,97(3):793-803.
    Scherbaum P.1996.Of poles and zeros:Fundamentals of digital seismolo-gy[M].Hinham:Kluwer press.
    Slawmomir J,Gibowicz,Andrzej K.1994.An Introduction to Mining Seis-mology[M].New York:Academic Press.

版权所有:© 2023 中国地质图书馆 中国地质调查局地学文献中心