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自适应聚类Hough变换及地震断层检测

陈雷 肖创柏 禹晶 张亚红 王真理

高技术通讯2017,Vol.27Issue(3):193-202,10.
高技术通讯2017,Vol.27Issue(3):193-202,10.DOI:10.3772/j.issn.1002-0470.2017.03.001

自适应聚类Hough变换及地震断层检测

Adaptive clustering Hough transform and fault detection

陈雷 1肖创柏 1禹晶 1张亚红 1王真理2

作者信息

  • 1. 北京工业大学计算机学院 北京 100124
  • 2. 中国科学院地质与地球物理研究所 北京 100029
  • 折叠

摘要

Abstract

In consideration of the problem that the traditional Hough transform based methods for seismic fault detection can only detect single fault while multiple faults can not be detected accurately, a new fault detection method based on adaptive clustering Hough transform was proposed.The method is described below: Firstly, edge detection is performed on the pre-processed seismic coherent image and the Hough transform of the edge image is performed to detect line segments.Then, the line segments are clustered adaptively according to their inclination angle and position to obtain a more complete line segment.Finally, each point on the complete line segment is optimized according to the original seismic image to make the fault more accurate and smoother.To berify the effectiveness of the proposed method, the experiments were done on real seismic images.The experimental results indicated that multiple faults in seismic images were detected correctly by the proposed method.The correct rate was above 90%, and the peak signal noise ratio was improved by 10% compared with current algorithms.

关键词

Hough变换/地震图像/线段/断层检测/自适应聚类

Key words

Hough transform/seismic image/line/fault detection/adaptive clustering

引用本文复制引用

陈雷,肖创柏,禹晶,张亚红,王真理..自适应聚类Hough变换及地震断层检测[J].高技术通讯,2017,27(3):193-202,10.

基金项目

国家自然科学基金(61501008)和北京市自然科学基金(4162007)资助项目. (61501008)

高技术通讯

OA北大核心CSTPCD

1002-0470

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