[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 …

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 …

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 …

A semi-automatic approach for joint orientation recognition using 3D trace network analysis

S Mehrishal, J Kim, JJ Song, A Sainoki - Engineering Geology, 2024 - Elsevier
Identifying rock mass discontinuities and their plane orientation are crucial factors when
determining rock mass characteristics. Rock mass discontinuity map** is fundamentally …

[HTML][HTML] 3D model generated from UAV photogrammetry and semi-automated rock mass characterization

MJ Herrero, AP Pérez-Fortes, JI Escavy… - Computers & …, 2022 - Elsevier
This work develops a rock mass characterization of a limestone quarry in northern Spain
based on a 3D model obtained by using photographs taken from an unmanned aerial …