Flood susceptibility mapping using machine learning boosting algorithms techniques in Idukki district of Kerala India

S Saravanan, D Abijith, NM Reddy, KSS Parthasarathy… - Urban Climate, 2023 - Elsevier
Kerala experiences a high rate of annual rainfall and flooding resulting in a frequent natural
disaster. The objective of this study is to develop flood susceptibility maps for the Idukki …

Flood susceptibility mapping of Northeast coastal districts of Tamil Nadu India using Multi-source Geospatial data and Machine Learning techniques

S Saravanan, D Abijith - Geocarto International, 2022 - Taylor & Francis
Flooding is one of the most challenging and important natural disasters to predict, it is
becoming more frequent and more intense. The study area is badly damaged by devastating …

Spatio-temporal classification and prediction of land use and land cover change for the Vembanad Lake system, Kerala: a machine learning approach

P Kulithalai Shiyam Sundar, PC Deka - Environmental Science and …, 2022 - Springer
Land use and land cover (LULC) change has become a critical issue for decision planners
and conservationists due to inappropriate growth and its effect on natural ecosystems. As a …

Flood susceptibility mapping using AutoML and a deep learning framework with evolutionary algorithms for hyperparameter optimization

AM Vincent, KSS Parthasarathy, P Jidesh - Applied Soft Computing, 2023 - Elsevier
Flooding is one of the most common natural hazards that have extremely detrimental
consequences. Understanding which areas are vulnerable to flooding is crucial to …

Spatial mapping of flood susceptibility using decision tree–based machine learning models for the Vembanad Lake System in Kerala, India

P Kulithalai Shiyam Sundar… - Journal of Water …, 2023 - ascelibrary.org
Floods have claimed the lives of countless people and caused significant property damage
in many countries, putting their livelihoods in the jeopardy. The Vembanad lake system …

Development of flood susceptibility map using a GIS-based AHP approach: a novel case study on Idukki district, India

ZA Khan, B Jhamnani - Journal of Spatial Science, 2024 - Taylor & Francis
Flooding is a regular danger in the Idukki district of Kerala causing serious damage to life
and property. An attempt has been undertaken in this research to identify crucial zones in …

[HTML][HTML] Multi-criterion analysis of cyclone risk along the coast of Tamil Nadu, India—a geospatial approach

S Saravanan, D Abijith… - … International Journal of …, 2023 - mdpi.com
A tropical cyclone is a significant natural phenomenon that results in substantial socio-
economic and environmental damage. These catastrophes impact millions of people every …

Evaluating the long-term trends of the climatic variables over three humid tropical basins in Kerala, India

A Abraham, S Kundapura - Arabian Journal of Geosciences, 2022 - Springer
Climate change has received worldwide attention as it affects all sectors of life. The present
study examined the trends in the climatic variables, rainfall and temperature over the area …

Temporal soil loss scenarios and erosional dynamics of a slopping landmass in the southwestern India before and after the 2018 severe rainfall and mega flood …

NKM Valappil, FS Ahmad, PC Mammen… - Natural Hazards, 2024 - Springer
The study focused on the erosional dynamics of the land adjoining the Western Ghats before
and after the extreme rainfall and mega flood event in 2018. The study area is situated on …

Assessing the Impacts of Land Use, Land Cover, and Climate Change on the Hydrological Regime of a Humid Tropical Basin

A Abraham, S Kundapura - Natural Hazards Review, 2023 - ascelibrary.org
Climate change and land use land cover (LULC) change are two major factors influencing
river basin hydrology. This study explored these drivers' isolated and combined impacts on …