Title :
Rock fracture tracing based on image processing and SVM
Author :
Wang, Weixing ; Liao, Haijun ; Huang, Ying
Author_Institution :
Henan Polytech. Univ., Jiaozuo
Abstract :
Rock fracture tracing is very important in many rock-engineering applications. This paper presents a new methodology for rock fracture detection, description and classification based on image processing technique and support vector machine (SVM). The developed algorithm uses a number of rock surface images those were taken by sophisticated CCD cameras. The studied algorithm processes all the images. Then, the fractures are identified and categorized by SVM. The proposed algorithm has been tested, and the results show that the approach is promising.
Keywords :
geology; geophysical signal processing; image processing; rocks; support vector machines; image processing; rock fracture detection; rock fracture tracing; sophisticated CCD cameras; support vector machine; Data engineering; Feature extraction; Geologic measurements; Image edge detection; Image processing; Image segmentation; Partitioning algorithms; Photometry; Support vector machine classification; Support vector machines; Image processing; SVM; fracture; rock fracture; tracing;
Conference_Titel :
Natural Computation, 2007. ICNC 2007. Third International Conference on
Conference_Location :
Haikou
Print_ISBN :
978-0-7695-2875-5
DOI :
10.1109/ICNC.2007.643