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3D mapping of discontinuity traces using fusion of point cloud and image data
- Source :
- Bulletin of Engineering Geology and the Environment. 78:2789-2801
- Publication Year :
- 2018
- Publisher :
- Springer Science and Business Media LLC, 2018.
-
Abstract
- A new methodology is presented for 3-D automated mapping of joints that are exposed primarily as traces in a rock face as opposed to planar facets. The method identifies 3-D points in a photogrammetry or a LiDAR derived point cloud that corresponds to the traces of the joints as observed in image data. First, the 2-D trace texture is extracted from image data using a hybrid global and local threshold method and integrating a series of image-processing algorithms. Second, data matching links the pixel locations corresponding to the identified traces in an image to the 3-D coordinates in the point cloud. This matching is accomplished by a coordinate transformation between the image coordinates and point cloud coordinates. Finally, a 3-D discontinuity trace map is acquired by analysing the 3-D spatial features of the traces. A case study of a rock slope along a highway is presented using the proposed method. The results demonstrate that the fusion of image data and point cloud data improves the mapping of discontinuities that primarily appear as traces in outcrops versus that achieved by existing methods that rely only on point cloud data.
- Subjects :
- Pixel
business.industry
Computer science
Coordinate system
0211 other engineering and technologies
Point cloud
Geology
02 engineering and technology
Classification of discontinuities
010502 geochemistry & geophysics
Geotechnical Engineering and Engineering Geology
01 natural sciences
Discontinuity (linguistics)
Photogrammetry
Lidar
Face (geometry)
Computer vision
Artificial intelligence
business
021101 geological & geomatics engineering
0105 earth and related environmental sciences
Subjects
Details
- ISSN :
- 14359537 and 14359529
- Volume :
- 78
- Database :
- OpenAIRE
- Journal :
- Bulletin of Engineering Geology and the Environment
- Accession number :
- edsair.doi...........0927e09c9e56254c0bd73774100f1707
- Full Text :
- https://doi.org/10.1007/s10064-018-1280-z