首页 | 本学科首页   官方微博 | 高级检索  
     

一种基于负熵的Bussgang地震盲反褶积方法
引用本文:印兴耀,刘杰,杨培杰.一种基于负熵的Bussgang地震盲反褶积方法[J].石油地球物理勘探,2007,42(5):505-505.
作者姓名:印兴耀  刘杰  杨培杰
作者单位:山东省东营市中国石油大学(华东)地球资源与信息学院地球物理系,中国石油大学(华东)地球资源与信息学院地球物理系,中国石油大学(华东)地球资源与信息学院地球物理系 257061
摘    要: 独立分量分析作为一种新兴的信号处理工具,许多学者对其在地震信号处理领域中的应用进行了初步探讨。本文在Santamaria等提出的自适应高斯混合盲反褶积的基础上,结合独立分量分析中Bussgang类反褶积算法,通过引入约束项,对基于负熵准则的目标函数进行了改进,构造出新的非线性算子;同时采用修正的期望最大化(EM)算法优化反射系数高斯混合模型参数,成功地实现了地震信号的盲反褶积。数值模拟和实际资料处理的结果表明,该方法能较好地适应非最小相位系统,得到原始反射系数的最优估计,而且算法收敛快、精度高,是提高地震资料分辨率的有效手段。

关 键 词:独立分量分析  盲反褶积  Bussgang  负熵  高斯混合模型  期望最大化算法
修稿时间:2007-01-30

A negative entropy-based Bussgang seismic blind de-convolotion
Yin Xing-yao.A negative entropy-based Bussgang seismic blind de-convolotion[J].Oil Geophysical Prospecting,2007,42(5):505-505.
Authors:Yin Xing-yao
Affiliation:Yin Xing-yao,Department of Geophysics,Faculty of Earth Resource and Information,University of Petroleum,Dongying City,Shandong Province,257062,China,Lin Jie and Yang Pei-jie
Abstract:Analysis of independent components,as a new signal processing tool, its application in seismic signal processing region has been preliminarily discussed by many scholars. Based on adaptive Gauss hybrid blind deconvolution presented by Mr. San-tamaria et al and in combination with Bussagang deconvolution algorithm in analysis of independent components, the paper improved negative entropy rule-based objective function by introducing constraint item and constructed new non-linear operator; meanwhile, using the updated expected maximization (EM) algorithm to optimize the parameters of Gauss hybrid model of reflection coefficient , successfully implementing the blind deconvolution of seismic signals. The results of numeric simulation and practical data processing showed that the approach could be better suitable for non-minimum phase system,obtain the optimum evaluation of raw reflection coefficient and be characteristic of fast convergence and high precision, which is effective tool for improving the resolution of seismic data.
Keywords:independent component analysis  blind deconvolution  Bussgang  negative entropy  Gauss hybrid model  EM algorithm
本文献已被 CNKI 维普 等数据库收录!
点击此处可从《石油地球物理勘探》浏览原始摘要信息
点击此处可从《石油地球物理勘探》下载全文
设为首页 | 免责声明 | 关于勤云 | 加入收藏

Copyright©北京勤云科技发展有限公司  京ICP备09084417号