[HTML][HTML] A state-of-the-art review of automated extraction of rock mass discontinuity characteristics using three-dimensional surface models

R Battulwar, M Zare-Naghadehi, E Emami… - Journal of Rock …, 2021 - Elsevier
In the last two decades, significant research has been conducted in the field of automated
extraction of rock mass discontinuity characteristics from three-dimensional (3D) models …

Close-range terrestrial digital photogrammetry and terrestrial laser scanning for discontinuity characterization on rock cuts

M Sturzenegger, D Stead - Engineering Geology, 2009 - Elsevier
This paper reviews the application of close-range terrestrial digital photogrammetry and
terrestrial laser scanning for discontinuity characterization on rock cuts. Terrestrial remote …

[HTML][HTML] Machine learning-based classification of rock discontinuity trace: SMOTE oversampling integrated with GBT ensemble learning

J Chen, H Huang, AG Cohn, D Zhang… - International Journal of …, 2022 - Elsevier
This paper presents a hybrid ensemble classifier combined synthetic minority oversampling
technique (SMOTE), random search (RS) hyper-parameters optimization algorithm and …

Automated extraction and evaluation of fracture trace maps from rock tunnel face images via deep learning

J Chen, M Zhou, H Huang, D Zhang, Z Peng - International Journal of Rock …, 2021 - Elsevier
This paper proposes an image-based method for automated rock fracture segmentation and
fracture trace quantification. It is integrated using a CNN-based model named FraSegNet, a …

A new approach for semi-automatic rock mass joints recognition from 3D point clouds

AJ Riquelme, A Abellán, R Tomás… - Computers & …, 2014 - Elsevier
Rock mass characterization requires a deep geometric understanding of the discontinuity
sets affecting rock exposures. Recent advances in Light Detection and Ranging (LiDAR) …

Terrestrial laser scanning of rock slope instabilities

A Abellán, T Oppikofer, M Jaboyedoff… - Earth surface …, 2014 - Wiley Online Library
This manuscript presents a review on the application of a remote sensing technique
(terrestrial laser scanning, TLS) to a well‐known topic (rock slope characterization and …

Semi-automatic extraction of rock mass structural data from high resolution LIDAR point clouds

G Gigli, N Casagli - International Journal of Rock Mechanics and Mining …, 2011 - Elsevier
In this paper a Matlab tool called DiAna (Discontinuity Analysis), for the 2D and 3D geo-
structural analysis of rock mass discontinuities on high resolution laser scanning data is …

Automatic identification and characterization of discontinuities in rock masses from 3D point clouds

D Kong, F Wu, C Saroglou - Engineering Geology, 2020 - Elsevier
The routine application of remote surveying techniques which can quickly acquire 3D digital
data with high resolution, in particular digital photogrammetry, light detection and ranging …

Discontinuity spacing analysis in rock masses using 3D point clouds

AJ Riquelme, A Abellán, R Tomás - Engineering geology, 2015 - Elsevier
The complete characterization of rock masses implies the acquisition of information of both,
the materials which compose the rock mass and the discontinuities which divide the outcrop …

Characterization and monitoring of the Åknes rockslide using terrestrial laser scanning

T Oppikofer, M Jaboyedoff, L Blikra… - … Hazards and Earth …, 2009 - nhess.copernicus.org
Terrestrial laser scanning (TLS) provides high-resolution point clouds of the topography and
new TLS instruments with ranges exceeding 300 m or even 1000 m are powerful tools for …