Integrating machine learning and geospatial data analysis for comprehensive flood hazard assessment

C Singha, VK Rana, QB Pham, DC Nguyen… - … Science and Pollution …, 2024 - Springer
Flooding is a major natural hazard worldwide, causing catastrophic damage to communities
and infrastructure. Due to climate change exacerbating extreme weather events robust flood …

[HTML][HTML] Thematic and Bibliometric Review of Remote Sensing and Geographic Information System-Based Flood Disaster Studies in South Asia During 2004–2024

JAT Madushani, NC Withanage, PK Mishra, G Meraj… - Sustainability, 2025 - mdpi.com
Floods have catastrophic effects worldwide, particularly in monsoonal Asia. This systematic
review investigates the literature from the past two decades, focusing on the use of remote …

Assessing critical flood-prone districts and optimal shelter zones in the Brahmaputra Valley: Strategies for effective flood risk management

J Debnath, D Sahariah, G Meraj, K Chand… - … of the Earth, Parts a/b/c, 2024 - Elsevier
Frequent flooding has become a persistent issue in floodplain regions, causing significant
disasters during each rainy season due to insufficient disaster management planning. This …

SAR-driven flood inventory and multi-factor ensemble susceptibility modelling using machine learning frameworks

K Halder, A Ghosh, AK Srivastava, SC Pal… - … , Natural Hazards and …, 2024 - Taylor & Francis
Climate change has substantially increased both the occurrence and intensity of flood
events, particularly in the Indian subcontinent, exacerbating threats to human populations …

Introducing a climate, demographics, and infrastructure multi-module workflow for projected flood risk map** in the greater Pamba River Basin, Kerala, India

AN GR, S Adarsh, F Muñoz-Arriola - International Journal of Disaster Risk …, 2024 - Elsevier
Enhanced understanding of extreme events is essential for comprehensive risk assessment
promoting informed decision-making and early warning to ensure the resilience against …

Delineation of flood risk terrains and rainfall visualisation in the North Western part of Ghana

BW Dekongmen, AT Kabo-bah, GK Anornu… - Modeling Earth Systems …, 2024 - Springer
Flooding, exacerbated by the challenges of climate change, poses a growing threat to
communities in the Upper West Region (UWR) of Ghana. This persistent issue, particularly …

Spatiotemporal dynamics of social vulnerability to natural hazards: Trends and projections from 2002 to 2030 in northwestern Iran

A Jaafari, D Mafi-Gholami, B Choubin - Sustainable Cities and Society, 2025 - Elsevier
The significant economic and human toll of natural hazards underscores the need for robust
management strategies, particularly county-and community-level vulnerability initiatives to …