Fault detection using seismic attributes and visual saliency

In order to detect accurately faults in seismic inline sections, we propose a new bottom-up saliency based approach using different seismic attributes such as coherence, curvature, dip, and gradient in parallel. Each attribute is calculated independently from the original seismic section. The saliency maps of aforementioned attributes are computed using covariance matrix, which are later combined to form a consolidated saliency map that highlights the seismic fault regions. The covariance matrix is used to characterize the seismic patches and captures local structures. By thresholding the variance maps and optimizing the binary points for curve fitting, the proposed workflow yields good results for faults labeling.

[1]  Arthur E. Barnes,et al.  Weighted average seismic attributes , 2000 .

[2]  Richard J. Lisle,et al.  Detection of Zones of Abnormal Strains in Structures Using Gaussian Curvature Analysis , 1994 .

[3]  Aykut Erdem,et al.  Visual saliency estimation by nonlinearly integrating features using region covariances. , 2013, Journal of vision.

[4]  A. Barnes A tutorial on complex seismic trace analysis , 2007 .

[5]  Ghassan Al-Regib,et al.  Fault detection in seismic datasets using hough transform , 2014, 2014 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

[6]  Kurt J. Marfurt,et al.  Fault detection using Hough transforms , 2003 .

[7]  M. Taner,et al.  Complex seismic trace analysis , 1979 .

[8]  Hadi Mahdavi Basir,et al.  Multi-attribute ant-tracking and neural network for fault detection: a case study of an Iranian oilfield , 2013 .

[9]  W. Förstner,et al.  A Metric for Covariance Matrices , 2003 .

[10]  J. J. Zhang,et al.  Complex seismic trace analysis and its application to time- lapse seismic surveys , 2000 .

[11]  Arthur E. Barnes,et al.  Redundant and useless seismic attributes , 2007 .

[12]  R. Lynn Kirlin,et al.  3-D seismic attributes using a semblance‐based coherency algorithm , 1998 .

[13]  Jean-Laurent Mallet,et al.  Automatic Faults Extraction Using Double Hough Transform , 2005 .

[14]  Ghassan AlRegib,et al.  Noise-robust detection and tracking of salt domes in postmigrated volumes using texture, tensors, and subspace learning , 2015, 1812.11109.

[15]  D. Hale Structure-oriented smoothing and semblance , 2009 .