A geometry- and texture-based automatic discontinuity trace extraction method for rock mass point cloud
This paper presents an automatic extraction method for discontinuity trace mapping from 3D point cloud of natural rocky slopes. Unlike the methods based only on geometrical information, the proposed method also takes textural information into account. By using the texture mapping method, a texture m...
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| Published in | International journal of rock mechanics and mining sciences (Oxford, England : 1997) Vol. 124; p. 104132 |
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| Main Authors | , , , , , , |
| Format | Journal Article |
| Language | English |
| Published |
Berlin
Elsevier Ltd
01.12.2019
Elsevier BV |
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| Abstract | This paper presents an automatic extraction method for discontinuity trace mapping from 3D point cloud of natural rocky slopes. Unlike the methods based only on geometrical information, the proposed method also takes textural information into account. By using the texture mapping method, a texture map and a normal map are generated from the point cloud, which contain textural and geometrical information respectively. Then, the rolling guidance filter and a multi-scale edge chain detector are applied to the image to extract discontinuity traces. Finally, edge chains in the image were projected back to the 3D coordinate system through the previously established texture map. The proposed method is applied to three case studies, each representing a different situation. The results show that the proposed discontinuity trace extraction method is automatic, robust, extensible and performs better than geometry-based methods for smooth rock surfaces along which the curvature changes are not apparent. The proposed method could be used as a supplement to traditional contact discontinuity trace mapping methods. |
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| AbstractList | This paper presents an automatic extraction method for discontinuity trace mapping from 3D point cloud of natural rocky slopes. Unlike the methods based only on geometrical information, the proposed method also takes textural information into account. By using the texture mapping method, a texture map and a normal map are generated from the point cloud, which contain textural and geometrical information respectively. Then, the rolling guidance filter and a multi-scale edge chain detector are applied to the image to extract discontinuity traces. Finally, edge chains in the image were projected back to the 3D coordinate system through the previously established texture map. The proposed method is applied to three case studies, each representing a different situation. The results show that the proposed discontinuity trace extraction method is automatic, robust, extensible and performs better than geometry-based methods for smooth rock surfaces along which the curvature changes are not apparent. The proposed method could be used as a supplement to traditional contact discontinuity trace mapping methods. |
| ArticleNumber | 104132 |
| Author | Liu, Yinhe Zhang, Zirui Guo, Jiateng Wu, Lixin Yang, Tianhong Zhu, Wancheng Liu, Shanjun |
| Author_xml | – sequence: 1 givenname: Jiateng surname: Guo fullname: Guo, Jiateng email: guojiateng@mail.neu.edu.cn organization: College of Resources and Civil Engineering, Northeastern University, Shenyang, 110819, China – sequence: 2 givenname: Yinhe surname: Liu fullname: Liu, Yinhe organization: College of Resources and Civil Engineering, Northeastern University, Shenyang, 110819, China – sequence: 3 givenname: Lixin surname: Wu fullname: Wu, Lixin organization: School of Geosciences and Info-Physics, Central South University, Changsha, 410012, China – sequence: 4 givenname: Shanjun surname: Liu fullname: Liu, Shanjun organization: College of Resources and Civil Engineering, Northeastern University, Shenyang, 110819, China – sequence: 5 givenname: Tianhong surname: Yang fullname: Yang, Tianhong organization: College of Resources and Civil Engineering, Northeastern University, Shenyang, 110819, China – sequence: 6 givenname: Wancheng surname: Zhu fullname: Zhu, Wancheng organization: College of Resources and Civil Engineering, Northeastern University, Shenyang, 110819, China – sequence: 7 givenname: Zirui surname: Zhang fullname: Zhang, Zirui organization: College of Resources and Civil Engineering, Northeastern University, Shenyang, 110819, China |
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| Keywords | 3D point cloud Automatic extraction Image processing Rock mass Discontinuity trace |
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| Snippet | This paper presents an automatic extraction method for discontinuity trace mapping from 3D point cloud of natural rocky slopes. Unlike the methods based only... |
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| SubjectTerms | 3D point cloud Automatic extraction Chains Coordinates Discontinuity Discontinuity trace Image processing Mapping Methods Rock mass Rock masses Rocks Texture mapping Three dimensional models |
| Title | A geometry- and texture-based automatic discontinuity trace extraction method for rock mass point cloud |
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