Pluvial flood susceptibility mapping for data-scarce urban areas using graph attention network and basic flood conditioning factors

Regional Heatwave Prediction Using Graph Neural Network and Weather Station Data

(2023) Peiyuan Li et al.   GEOPHYSICAL RESEARCH LETTERS

Flood Susceptibility Mapping Using Image-Based 2D-CNN Deep Learning: Overview and Case Study Application Using Multiparametric Spatial Data in Data-Scarce Urban Environments

(2023) Yashon O. Ouma et al.   INTERNATIONAL JOURNAL OF INTELLIGENT SYSTEMS

Flood hazard assessment in Yemen using a novel hybrid approach of Grey Wolf and Levenberg Marquardt optimizers

(2023) Ahmed M. Al-Areeq et al.   Geocarto International

Post‐event flood mapping for road networks using taxi GPS data

(2022) Xiangfu Kong et al.   Journal of Flood Risk Management

Extracting historical flood locations from news media data by the named entity recognition (NER) model to assess urban flood susceptibility

(2022) Shengnan Fu et al.   JOURNAL OF HYDROLOGY

Solar Wind Speed Prediction via Graph Attention Network

(2022) Yanru Sun et al.   SPACE WEATHER-THE INTERNATIONAL JOURNAL OF RESEARCH AND APPLICATIONS

Flash flood susceptibility mapping using stacking ensemble machine learning models

(2022) Ioanna Ilia et al.   Geocarto International

Towards urban flood susceptibility mapping using data-driven models in Berlin, Germany

(2022) Omar Seleem et al.   Geomatics Natural Hazards & Risk

Modelling flood susceptibility in northern Iran: Application of five well‐known machine‐learning models

(2022) Ashkan Kohansarbaz et al.   IRRIGATION AND DRAINAGE

Urban flood susceptibility mapping based on social media data in Chengdu city, China

(2022) Yao Li et al.   Sustainable Cities and Society

A Positive-Unlabeled Learning Algorithm for Urban Flood Susceptibility Modeling

(2022) Wenkai Li et al.   Land

Novel ensemble machine learning models in flood susceptibility mapping

(2021) Pankaj Prasad et al.   Geocarto International

Low-Cost, Low-Energy, Wireless Hydrological Monitoring Platform: Design, Deployment, and Evaluation

(2021) Qasem Abdelal et al.   Journal of Sensors

Flood hazard mapping of Sangu River basin in Bangladesh using multi‐criteria analysis of hydro‐geomorphological factors

(2021) Rashed Uz Zzaman et al.   Journal of Flood Risk Management

A rainfall threshold‐based approach to early warnings in urban data‐scarce regions: A case study of pluvial flooding in Alexandria, Egypt

(2021) Adele Young et al.   Journal of Flood Risk Management

Flash-flood susceptibility mapping based on XGBoost, Random Forest and Boosted Regression Trees

(2021) Rahebeh Abedi et al.   Geocarto International

A review on the attention mechanism of deep learning

(2021) Zhaoyang Niu et al.   NEUROCOMPUTING

Examining LightGBM and CatBoost Models for Wadi Flash Flood Susceptibility Prediction

(2021) Mohamed Saber et al.   Geocarto International

Improving urban flood susceptibility mapping using transfer learning

(2021) Gang Zhao et al.   JOURNAL OF HYDROLOGY

Delineation of flood‐prone areas in cliffed coastal regions through a procedure based on the geomorphic flood index

(2021) Cinzia Albertini et al.   Journal of Flood Risk Management

Flood susceptibility assessment for ungauged sites in urban areas using spatial modeling

(2021) Zohreh Masoumi   Journal of Flood Risk Management

The Mfoundi Watershed at Yaoundé in the Humid Tropical Zone of Cameroon: A Case Study of Urban Flood Susceptibility Mapping

(2021) Daouda Nsangou et al.   Earth Systems and Environment

Identification of areas prone to flash-flood phenomena using multiple-criteria decision-making, bivariate statistics, machine learning and their ensembles

(2020) Romulus Costache et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Feature Engineering and Selection: A Practical Approach for Predictive Models

(2020) Brandon Butcher et al.   AMERICAN STATISTICIAN

Development of novel hybridized models for urban flood susceptibility mapping

(2020) Omid Rahmati et al.   Scientific Reports

Effect of climate change and urbanisation on flood protection decision‐making

(2020) Velautham Daksiya et al.   Journal of Flood Risk Management

A Comprehensive Survey on Graph Neural Networks

(2020) Zonghan Wu et al.   IEEE Transactions on Neural Networks and Learning Systems

Flood Susceptibility Mapping on a National Scale in Slovakia Using the Analytical Hierarchy Process

(2019) Matej Vojtek et al.   Water

Urban flood risk mapping using an optimised additive weighting methodology based on open data

(2019) Daniel Jato‐Espino et al.   Journal of Flood Risk Management

Urban waterlogging susceptibility assessment based on a PSO-SVM method using a novel repeatedly random sampling idea to select negative samples

(2019) Xianzhe Tang et al.   JOURNAL OF HYDROLOGY

Automated localization of urban drainage infrastructure from public-access street-level images

(2019) Dominik Boller et al.   Urban Water Journal

Flood susceptibility mapping using convolutional neural network frameworks

(2019) Yi Wang et al.   JOURNAL OF HYDROLOGY

A Statistical Approach to Mapping Flood Susceptibility in the Lower Connecticut River Valley Region

(2018) Jason Giovannettone et al.   WATER RESOURCES RESEARCH

Urbanization exacerbated the rainfall and flooding caused by hurricane Harvey in Houston

(2018) Wei Zhang et al.   NATURE

Assessment of urban flood susceptibility using semi-supervised machine learning model

(2018) Gang Zhao et al.   SCIENCE OF THE TOTAL ENVIRONMENT

A novel hybrid artificial intelligence approach for flood susceptibility assessment

(2017) Kamran Chapi et al.   ENVIRONMENTAL MODELLING & SOFTWARE

A step towards considering the spatial heterogeneity of urban key features in urban hydrology flood modelling

(2016) J. Leandro et al.   JOURNAL OF HYDROLOGY

Supervised and semi-supervised classifiers for the detection of flood-prone areas

(2016) Giorgio Gnecco et al.   SOFT COMPUTING

A methodology for flood susceptibility and vulnerability analysis in complex flood scenarios

(2016) F. Dottori et al.   Journal of Flood Risk Management

Impacts of urban biophysical composition on land surface temperature in urban heat island clusters

(2015) Guanhua Guo et al.   LANDSCAPE AND URBAN PLANNING

Flood susceptibility mapping using integrated bivariate and multivariate statistical models

(2014) Mahyat Shafapour Tehrany et al.   Environmental Earth Sciences