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Modeling rules of regional flash flood susceptibility prediction using different machine learning models

open access: yesFrontiers in Earth Science, 2023
The prediction performance of several machine learning models for regional flash flood susceptibility is characterized by variability and regionality. Four typical machine learning models, including multilayer perceptron (MLP), logistic regression (LR ...
Yuguo Chen   +4 more
semanticscholar   +1 more source

Meta-Analysis and Visualization of the Literature on Early Identification of Flash Floods

open access: yesRemote Sensing, 2022
Flash flood is one of the extremely destructive natural disasters in the world. In recent years, extreme rainfall events caused by global climate change have increased, and flash flood disasters are becoming the main types of natural disasters in the ...
Zhengli Yang   +9 more
doaj   +1 more source

Simulation of flash flood peaks in a small and steep catchment using rain‐on‐grid technique

open access: yesJournal of Flood Risk Management, 2023
The frequency of extreme events is increasing as the consequences of climate change. In steep terrains, flash floods with high‐flow velocities induce erosion and sedimentation with potentially disastrous changes of flood path.
Nitesh Godara, O. Bruland, K. Alfredsen
semanticscholar   +1 more source

Flash flood susceptibility mapping based on catchments using an improved Blending machine learning approach

open access: yesHydrology Research, 2023
Flash floods are a frequent and highly destructive natural hazard in China. In order to prevent and manage these disasters, it is crucial for decision-makers to create GIS-based flash flood susceptibility maps.
Yongqiang Yin   +5 more
semanticscholar   +1 more source

Applications of Stacking/Blending ensemble learning approaches for evaluating flash flood susceptibility

open access: yesInternational Journal of Applied Earth Observation and Geoinformation, 2022
Flash floods are a type of catastrophic disasters which cause significant losses of life and property worldwide. In recent years, machine learning techniques have become powerful tools for evaluating flash flood susceptibility.
Jing Yao   +4 more
semanticscholar   +1 more source

Flash Flood Susceptibility Assessment and Zonation by Integrating Analytic Hierarchy Process and Frequency Ratio Model with Diverse Spatial Data

open access: yesWater, 2022
Flash floods are the most dangerous kinds of floods because they combine the destructive power of a flood with incredible speed. They occur when heavy rainfall exceeds the ability of the ground to absorb it.
A. Tariq   +7 more
semanticscholar   +1 more source

RURAL FLASH-FLOOD BEHAVIOR IN GOUYAVE WATERSHED, GRENADA, CARIBBEAN ISLAND

open access: yesGeoplanning: Journal of Geomatics and Planning, 2016
Flash-flood is considered as one of the most common natural disasters in Grenada, a tropical small state island in Caribbean Island. Grenada has several areas which are susceptible to flooding.
Rahmat Aris Pratomo   +2 more
doaj   +1 more source

Flash Flood Susceptibility Assessment and Zonation Using an Integrating Analytic Hierarchy Process and Frequency Ratio Model for the Chitral District, Khyber Pakhtunkhwa, Pakistan

open access: yesWater, 2021
Pakistan is a flood-prone country and almost every year, it is hit by floods of varying magnitudes. This study was conducted to generate a flash flood map using analytical hierarchy process (AHP) and frequency ratio (FR) models in the ArcGIS 10.6 ...
Hassan Waqas   +6 more
semanticscholar   +1 more source

Flash flood hazard mapping: A pilot case study in Xiapu River Basin, China

open access: yesWater Science and Engineering, 2015
Flash flood hazard mapping is a supporting component of non-structural measures for flash flood prevention. Pilot case studies are necessary to develop more practicable methods for the technical support systems of flash flood hazard mapping.
Da-wei Zhang   +5 more
doaj   +1 more source

Flash Flood Hazard Mapping Using Remote Sensing and GIS Techniques in Southwestern Saudi Arabia

open access: yesSustainability, 2022
Flash flooding is one of the most significant natural disasters in arid/hyperarid regions and causes vast property damage and a large number of deaths.
Saad S. Alarifi   +3 more
semanticscholar   +1 more source

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