Automatic Faults Extraction Using Double Hough Transform

Automatic Faults Extraction Using Double Hough Transform
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DOI:
10.1190/1.2144436
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发表时间:
2005
期刊:
Seg Technical Program Expanded Abstracts
影响因子:
--
通讯作者:
P. Jacquemin;J. Mallet
P. Jacquemin;J. Mallet
中科院分区:
其他
文献类型:
--
作者:
P. Jacquemin;J. Mallet

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到目前为止,文献中已经提出了许多不同的地震属性来“标记”地震立方体中断层的存在。从这些属性中,现在的挑战是自动提取故障网络,其中每个故障都被选为点的子集。为此,我们建议使用一种基于两个Hough变换的级联的方法。该算法的基本思想是,断层与一系列(x,z)横截面的交点是(近似)一族直线。由于第一次Hough变换,这些直线中的每一条都被变换成第一参数空间中的点。对于每个断层,这样获得的点集在参数空间中(近似地)构成一条新的直线,然后由于新的Hough变换而被变换到第二参数空间中的点。然后,反向转换允许将每个断层重建为一组点。
Many different seismic attributes have been proposed so far in the literature to “mark” the presence of faults in a seismic cube. From these attributes, the challenge is now to extract, automatically, a fault network where each fault is singled out as a subset of points. For this purpose, we propose to use a method based on a cascade of two Hough transforms. The basic idea of this algorithm is that the intersection of a fault by a series of (x,z) cross sections is (approximately) a family of straight-lines. Each of these straight-lines is transformed into a point in a first parametric space thanks to a first Hough transform. For each fault, the set of points so obtained constitutes (approximately) a new straight-line in the parametric space which is then transformed into a point of a second parametric space thanks to a new Hough transform. Reverse transformations allow then to rebuild each fault as a set of points.