Insights of the Effects of Rainfall Variability and Climate Change on Landslide Risk in the Road Infrastructure of the Colombian Andean Region

This repository contains the R and Python code developed in this thesis. It includes scripts for (i) landslide susceptibility modelling with generalized additive models (GAMs) and machine- and deep-learning algorithms; (ii) wavelet analysis; (iii) bibliometric analysis; (iv) computation of extreme rainfall indices; (v) estimation of landslide magnitude probability; and (vi) Bayesian estimation of rainfall thresholds for landslide triggering. Third-party data (e.g., SGC–SIMMA landslide inventory, CMIP6 projections, INVÍAS road network) are not redistributed where their licences do not allow it; instead, the thesis cites their original sources and access conditions.

Authors

Institutions

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-10-30
DOI
https://doi.org/10.5281/zenodo.23815325
Primary Topic
Landslides and related hazards
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Insights of the Effects of Rainfall Variability and Climate Change on Landslide Risk in the Road Infrastructure of the Colombian Andean Region

Johnny Alexánder Vega
Zenodo (CERN European Organization for Nuclear Research)
Landslides and related hazards
article

Insights of the Effects of Rainfall Variability and Climate Change on Landslide Risk in the Road Infrastructure of the Colombian Andean Region

Johnny Alexánder Vega
article en

Abstract

This repository contains the R and Python code developed in this thesis. It includes scripts for (i) landslide susceptibility modelling with generalized additive models (GAMs) and machine- and deep-learning algorithms; (ii) wavelet analysis; (iii) bibliometric analysis; (iv) computation of extreme rainfall indices; (v) estimation of landslide magnitude probability; and (vi) Bayesian estimation of rainfall thresholds for landslide triggering. Third-party data (e.g., SGC–SIMMA landslide inventory, CMIP6 projections, INVÍAS road network) are not redistributed where their licences do not allow it; instead, the thesis cites their original sources and access conditions.

Zenodo (CERN European Organization for Nuclear Research)
Universidad de Medellín (CO)
Climate action, Industry, innovation and infrastructure
Openalex Percentile: Top 9%
Landslides and related hazards
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Laika access coming soon