[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 …

Spaceborne, UAV and ground-based remote sensing techniques for landslide mapping, monitoring and early warning

N Casagli, W Frodella, S Morelli, V Tofani… - Geoenvironmental …, 2017 - Springer
Background The current availability of advanced remote sensing technologies in the field of
landslide analysis allows for rapid and easily updatable data acquisitions, improving the …

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) …

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 critical review of automated extraction of rock mass parameters using 3D point cloud data

J Chen, Q Fang, D Zhang… - Intelligent Transportation …, 2023 - academic.oup.com
This paper presents a comprehensive review aimed at gaining insights into the current state
of research on quantification technology used for acquiring three-dimensional (3D) point …

A new method for automated discontinuity trace mapping on rock mass 3D surface model

X Li, J Chen, H Zhu - Computers & geosciences, 2016 - Elsevier
This paper presents an automated discontinuity trace mapping method on a 3D surface
model of rock mass. Feature points of discontinuity traces are first detected using the Normal …

A new method for automatic discontinuity traces sampling on rock mass 3D model

G Umili, A Ferrero, HH Einstein - Computers & Geosciences, 2013 - Elsevier
A new automatic method for discontinuity traces mapping and sampling on a rock mass
digital model is described in this work. The implemented procedure allows one to …

Development of an elliptical fitting algorithm to improve change detection capabilities with applications for deformation monitoring in circular tunnels and shafts

G Walton, D Delaloye, MS Diederichs - Tunnelling and Underground …, 2014 - Elsevier
Terrestrial laser scanning, also known as Light Detection and Ranging (LiDAR) is an
emerging technology that has many proven uses in the geotechnical engineering …

Towards semi-automatic rock mass discontinuity orientation and set analysis from 3D point clouds

J Guo, S Liu, P Zhang, L Wu, W Zhou, Y Yu - Computers & Geosciences, 2017 - Elsevier
Obtaining accurate information on rock mass discontinuities for deformation analysis and the
evaluation of rock mass stability is important. Obtaining measurements for high and steep …

An efficient method for extracting and clustering rock mass discontinuities from 3D point clouds

X Yi, W Feng, D Wang, R Yang, Y Hu, Y Zhou - Acta Geotechnica, 2023 - Springer
A rock mass discontinuity is a fundamental element of a rock mass structure that regulates its
mechanical and hydrogeological properties and has significant engineering implications. In …