[HTML][HTML] A review of statistically-based landslide susceptibility models

P Reichenbach, M Rossi, BD Malamud, M Mihir… - Earth-science …, 2018 - Elsevier
In this paper, we do a critical review of statistical methods for landslide susceptibility
modelling and associated terrain zonations. Landslide susceptibility is the likelihood of a …

[HTML][HTML] Landslides in a changing climate

SL Gariano, F Guzzetti - Earth-science reviews, 2016 - Elsevier
Warming of the Earth climate system is unequivocal. That climate changes affect the stability
of natural and engineered slopes and have consequences on landslides, is also …

Global fatal landslide occurrence from 2004 to 2016

MJ Froude, DN Petley - Natural Hazards and Earth System …, 2018 - nhess.copernicus.org
Landslides are a ubiquitous hazard in terrestrial environments with slopes, incurring human
fatalities in urban settlements, along transport corridors and at sites of rural industry …

Assessing the predictive capability of ensemble tree methods for landslide susceptibility mapping using XGBoost, gradient boosting machine, and random forest

EK Sahin - SN Applied Sciences, 2020 - Springer
Decision tree-based classifier ensemble methods are a machine learning (ML) technique
that combines several tree models to produce an effective or optimum predictive model, and …

Application of convolutional neural networks featuring Bayesian optimization for landslide susceptibility assessment

MI Sameen, B Pradhan, S Lee - Catena, 2020 - Elsevier
This study developed a deep learning based technique for the assessment of landslide
susceptibility through a one-dimensional convolutional network (1D-CNN) and Bayesian …

Land use and land cover as a conditioning factor in landslide susceptibility: a literature review

R Pacheco Quevedo, A Velastegui-Montoya… - Landslides, 2023 - Springer
Landslide occurrence has become increasingly influenced by human activities. Accordingly,
changing land use and land cover (LULC) is an important conditioning factor in landslide …

Recommendations for the quantitative analysis of landslide risk

J Corominas, C van Westen, P Frattini… - Bulletin of engineering …, 2014 - Springer
This paper presents recommended methodologies for the quantitative analysis of landslide
hazard, vulnerability and risk at different spatial scales (site-specific, local, regional and …

Impacts of future climate and land cover changes on landslide susceptibility: Regional scale modelling in the Val d'Aran region (Pyrenees, Spain)

M Hürlimann, Z Guo, C Puig-Polo, V Medina - Landslides, 2022 - Springer
It is widely accepted that future environmental changes will affect rainfall-induced shallow
slides in high-mountain areas. In this study, the Val d'Aran region located in the Central …

GIS-based landslide susceptibility mapping and assessment using bivariate statistical methods in Simada area, northwestern Ethiopia

T Mersha, M Meten - Geoenvironmental disasters, 2020 - Springer
Simada area is found in the South Gondar Zone of Amhara National Regional State and it is
780Km far from Addis Ababa. Physiographically, it is part of the northwestern highlands of …

Satellite‐based assessment of rainfall‐triggered landslide hazard for situational awareness

D Kirschbaum, T Stanley - Earth's Future, 2018 - Wiley Online Library
Determining the time, location, and severity of natural disaster impacts is fundamental to
formulating mitigation strategies, appropriate and timely responses, and robust recovery …