Automated detection of planar geologic features in borehole images

ABSTRACTThe interpretation of borehole images begins with the detection and classification of features—a time-consuming manual process subject to variations between interpreters. In seeking to automate the detection part for the most frequently picked features (which in circumferential images from clastic rock environments are sinusoids corresponding to planar or subplanar bedding surfaces and fractures), it is not necessary to pick all instances, but it is necessary to pick sufficient representative instances to satisfy the interpretation objective, accounting for a broad range of apparent dips, and allowing for the likelihood of fractures crossing bedding surfaces. A key challenge in this context is the minimization of false picks, as manual corrections would potentially negate the principal benefit of automation. A fast nonsubjective method is described for the detection of prominent discontinuities and the calculation of associated dip angles. It combines a gradient based approach for edge detection w...

[1]  Zou Changchun,et al.  A Hough transform-based method for fast detection of fixed period sinusoidal curves in images , 2002, 6th International Conference on Signal Processing, 2002..

[2]  G. K. Miller,et al.  Automatic Computation of Dipmeter Logs Digitally Recorded on Magnetic Tapes , 1962 .

[3]  Tony Lindeberg Edge Detection and Ridge Detection with Automatic Scale Selection , 2004, International Journal of Computer Vision.

[4]  Paulo J. G. Lisboa,et al.  An Implementation of the Hough Transformation for the Identification and Labelling of Fixed Period Sinusoidal Curves , 1999, Comput. Vis. Image Underst..

[5]  L. V. Vliet,et al.  Improved Orientation Selectivity for Orientation Estimation , 1997 .

[6]  Waleed Al-Nuaimy,et al.  Visual texture for automated characterisation of geological features in borehole televiewer imagery , 2015 .

[7]  Robert W. Strickland,et al.  A New Approach To Determining Dip And Strike Using Borehole Images , 1990 .

[8]  D J Field,et al.  Relations between the statistics of natural images and the response properties of cortical cells. , 1987, Journal of the Optical Society of America. A, Optics and image science.

[9]  Lucas J. van Vliet,et al.  Robust Curve Detection Using a Radon Transform in Orientation Space , 2003, SCIA.

[10]  Peter Kovesi,et al.  Image Features from Phase Congruency , 1995 .

[11]  Piet W. Verbeek,et al.  Segmentation of overlapping objects , 1995 .

[12]  S. Assous,et al.  Microresistivity borehole image inpainting , 2014 .

[13]  M. Rider,et al.  The Geological Interpretation of Well Logs , 1986 .

[14]  Kenzi Karasaki,et al.  Semi-automatic analysis of rock fracture orientations from borehole wall images , 1997 .

[15]  Robyn A. Owens,et al.  Feature detection from local energy , 1987, Pattern Recognit. Lett..