TY - GEN
T1 - Image processing for automatic extraction of rock joint orientation data from digital images
AU - Post, R. M.
AU - Kemeny, J. M.
AU - Murphy, R.
N1 - Publisher Copyright:
© 2001 Swets & Zeitlinger Lisse.
PY - 2001
Y1 - 2001
N2 - A complete algorithm for starting with a digital image of a rock face, automatically delineating traces, and extracting three dimensional joint or fracture orientation data is described. Less emphasis is placed on the pre-processing of the image, as different images require different levels of filtering, but nearly all pre-processing ultimately produces a binary image resembling a trace map. The special R-Theta Hough transform is then used to find and extract linear features from the binary image. Using relationships derived from vector calculus, and assuming a Fisher distribution for each structure set, a forward Monte Carlo simulation is performed to determine mean dip and dip direction of the set, as well as the Fisher constant, K. A case study is presented to illustrate the performance of the algorithm, however more case studies are needed to compare results gained with image processing to results of a scanline survey.
AB - A complete algorithm for starting with a digital image of a rock face, automatically delineating traces, and extracting three dimensional joint or fracture orientation data is described. Less emphasis is placed on the pre-processing of the image, as different images require different levels of filtering, but nearly all pre-processing ultimately produces a binary image resembling a trace map. The special R-Theta Hough transform is then used to find and extract linear features from the binary image. Using relationships derived from vector calculus, and assuming a Fisher distribution for each structure set, a forward Monte Carlo simulation is performed to determine mean dip and dip direction of the set, as well as the Fisher constant, K. A case study is presented to illustrate the performance of the algorithm, however more case studies are needed to compare results gained with image processing to results of a scanline survey.
UR - http://www.scopus.com/inward/record.url?scp=85031688745&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85031688745&partnerID=8YFLogxK
M3 - Conference contribution
AN - SCOPUS:85031688745
SN - 9026518277
SN - 9789026518270
T3 - DC Rocks 2001 - 38th U.S. Symposium on Rock Mechanics (USRMS)
SP - 877
EP - 884
BT - DC Rocks 2001 - 38th U.S. Symposium on Rock Mechanics (USRMS)
A2 - Elsworth, null
A2 - Tinucci, null
A2 - Heasley, null
PB - American Rock Mechanics Association (ARMA)
T2 - 38th U.S. Symposium on Rock Mechanics, DC Rocks 2001
Y2 - 7 July 2001 through 10 July 2001
ER -