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长周期前驱波的检测及其局域均值能量提取与分类

Detection and Energy Feature Classification of Long-Period Precursor Wave with Local Mean Decomposition
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摘要 地震预报迄今仍是一个世界性的科学难题,震前地壳内长周期形变前驱波检测的新方法与波形分析研究,可能成为未来地震预测的一个突破点.基于一种新颖的液体悬浮式长周期、超低频前驱波检测技术,实时连续记录了陕西省境内三个地震台站的超低频加速度信号;分析前驱波异常信号与地震发生的关系,发现异常出现与地震发生的关联度为51.59%;进一步利用局域均值分解算法对截取的前驱波异常信号进行分解,计算前五个分量的能量作为特征向量,输入支持向量机进行分类.结果表明,利用创新的前驱波检测技术和局域均值能量特征实现信号识别,异常前驱波均值能量特征与地震发生之间的关联度可达62.24%. Accurate earthquake prediction still remains an unsolved problem.Detection and novel analysis methods of earth- quake precursor wave with long-period distortion may be a breakthrough for earthquake prediction in the future. Based on a new liq- uid-snspension detection technique, acceleration signals with super low frequency from three monitoring sites in Shaanxi Province were recorded consecutively;analysis of the relationship between the abnormal precursor waves and the occurrence of earthquake events shows that the correlation degree between the abnormal waves and the earthquake occurrences is 51.59% ;and then, local mean decomposition algorithm was further applied to analyze the precursor wave,the energy values of the first five components as the feature vectors were input into the support vector machine for classification. The results show that the correlation degree can reach as much as 62.24 %, because of the innovative precursor wave detection technique and the effective feature extraction of the local mean energy.
出处 《电子学报》 EI CAS CSCD 北大核心 2012年第12期2439-2445,共7页 Acta Electronica Sinica
关键词 地震预报 前驱波 局域均值分解 支持向量机 earthquake prediction precursor wave local mean decomposition support vector machine
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  • 1梅世蓉;冯德益;张国民.中国地震预报概论[M]北京:地震出版社,1993.
  • 2KANAMORI H,CIPAR J J. Focal process of the great chilean earthquake on May 22,1960[J].Physics of the Earth and Planetary Interiors,1974,(02):128-136.
  • 3陈凤,李金宗,李冬冬.提高地震图像信噪比的一致增强性扩散方法应用研究[J].电子学报,2004,32(11):1885-1890. 被引量:3
  • 4CHEN D. Preliminary discussion on the classification of anomaly patterns of ground tilting and its problems concerned[J].Crustal Deformation & Earthquake,1985,(02):185-209.
  • 5STUART C,SHEILA P. A review of shear-wave splitting in the compliant crack-critical anisotropic earth[J].Wave Motion,2005,(01):59-77.
  • 6YUAN G,STUART C. Temporal variations of shear-wave splitring in field and laboratory studies in China[J].Journal of Applied Geophysics,2003,(3-4):279-287.
  • 7中国地震台网中心.中国地震台网.
  • 8中国地震台网中心.地震数据管理与服务系统.
  • 9徐晓刚,徐冠雷,王孝通,秦绪佳.经验模式分解(EMD)及其应用[J].电子学报,2009,37(3):581-585. 被引量:117
  • 10JONATHAN S S. The local mean decomposition and its application to EEG perception data[J].JOURNAL OF THE ROYAL SOCIETY INTERFACE,2005,(05):443-454.

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