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基于正交时频原子的地震信号快速匹配追踪

Orthogonal time-frequency atom based fast matching pursuit for seismic signal

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【作者】 张繁昌李传辉

【Author】 ZHANG Fan-Chang,LI Chuan-Hui School of Geoscience and Technology,China University of Petroleum,Qingdao 266555,China

【机构】 中国石油大学(华东)地球科学与技术学院

【摘要】 匹配追踪能够根据地震信号自身的特点进行自适应分解,但因计算量巨大使其不能被广泛应用.本文提出了一种正交时频原子快速匹配追踪方法,该方法在迭代分解过程中,充分利用地震信号的局部性特征作为先验信息点,在先验信息点附近采用动态搜索策略寻找最佳匹配时频原子,同时对时频原子进行正交变换,消除了时频原子库中的冗余分量,最终将信号分解为一系列正交时频原子的线性叠加.测试结果表明,该方法不仅保持了匹配追踪的分解精度,而且使计算效率有了质的提高.

【Abstract】 Matching pursuit can make adaptive decomposition according to the characteristics of seismic signal,but the computation is so enormous that it has not been widely used.This paper proposed a fast matching pursuit strategy with orthogonal time-frequency atoms.During the iteration procedure,this method fully used the local characteristics of seismic signal as a priori information points.Around the a priori information points,dynamic optimal search is used to find the best time-frequency atom.At the same time,the time-frequency atoms are orthogonally transformed to eliminate the redundant components in the atom dictionary.Eventually,the seismic signal is decomposed into a linear superposition of a series of orthogonal atoms.Test results show that this method not only maintains the precision of original matching pursuit,but also substantially improves its computational efficiency.

【基金】 国家973项目(2007CB209605)资助
  • 【文献出处】 地球物理学报 ,Chinese Journal of Geophysics , 编辑部邮箱 ,2012年01期
  • 【分类号】P631.44
  • 【被引频次】36
  • 【下载频次】281
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