Identification of transcrystalline microcracks observed in microscope images of a dolomite structure using image analysis methods based on linear structuring element processing

被引:22
作者
Mara, Boguslaw [1 ]
机构
[1] Polish Acad Sci, Strata Mech Res Inst, PL-30059 Krakow, Poland
关键词
image analysis; transcrystalline cracks; polarizing microscope;
D O I
10.1016/j.cageo.2006.07.004
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
This paper presents an image analysis algorithm for transcrystalline microcracks recognition. The algorithm is applied for the analysis of microscope images of a dolomite structure. Linear structures are derived using an image analysis method based on mathematical morphology functions utilizing linear structuring elements. Next, the standard deviation function of microcracks and grain boundaries of surrounding pixel values is used to determine transcrystalline microcracks. All operations were executed in CIELab colour representations of dolomite images. The results obtained confirm the adequacy of this approach as a robust segmentation tool. Accordingly, an algorithm was derived that allows a fully automatic segmentation of transcrystalline microcracks. This is followed by geometrical and statistical analysis. The developed algorithm may facilitate petrographical and stereological studies of rock structures observed under a polarizing microscope. (c) 2006 Elsevier Ltd. All rights reserved.
引用
收藏
页码:151 / 158
页数:8
相关论文
共 23 条
[1]   Characterisation of microcracks in the Bohus granite, western Sweden, caused by uniaxial cyclic loading [J].
Åkesson, U ;
Hansson, J ;
Stigh, J .
ENGINEERING GEOLOGY, 2004, 72 (1-2) :131-142
[2]  
BODZIONY J, 1993, ACTA STEREOL, V12, P229
[3]   Correlation between microcrack distribution patterns and granitic rock splitting planes [J].
Chen, Y ;
Nishiyama, T ;
Kusuda, H ;
Kita, H ;
Sato, T .
INTERNATIONAL JOURNAL OF ROCK MECHANICS AND MINING SCIENCES, 1999, 36 (04) :535-541
[4]  
Gonzalez Rafael C, 2004, Digital Image processing using MATLAB
[5]   Edge detection in petrographic images using the rotating polarizer stage [J].
Goodchild, JS ;
Fueten, F .
COMPUTERS & GEOSCIENCES, 1998, 24 (08) :745-751
[6]  
Guo P, 2000, IC-AI'2000: PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE, VOL 1-III, P1127
[7]   MICROCRACK STUDY OF GRANITIC CORES FROM ILLINOIS DEEP BOREHOLE UPH-3 [J].
KOWALLIS, BJ ;
WANG, HF .
JOURNAL OF GEOPHYSICAL RESEARCH, 1983, 88 (NB9) :7373-7380
[8]   MICROCRACKS IN ROCKS - A REVIEW [J].
KRANZ, RL .
TECTONOPHYSICS, 1983, 100 (1-3) :449-480
[9]   Confocal scanning laser microscopy applied to the study of pore and crack networks in rocks [J].
Menéndez, B ;
David, C ;
Nistal, AM .
COMPUTERS & GEOSCIENCES, 2001, 27 (09) :1101-1109
[10]  
OBARA B, 2005, ARCH MIN SCI, V50, P537