Learning-Based Methods for Detection and Monitoring of Shallow Flood-Affected Areas: Impact of Shallow-Flood Spreading on Vegetation Density

Potential effect of nitrate applied during flood period on N2O emissions during subsequent drainage in a paddy soil

(2021) Ling Wang et al.   EUROPEAN JOURNAL OF SOIL BIOLOGY

Environmental sensitivity of flash flood hazard based on surface water model and GIS techniques in Wadi El Azariq, Sinai, Egypt

(2021) Maged El Osta et al.   Environmental Technology & Innovation

Rapid and large-scale mapping of flood inundation via integrating spaceborne synthetic aperture radar imagery with unsupervised deep learning

(2021) Xin Jiang et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Integration of hard and soft supervised machine learning for flood susceptibility mapping

(2021) Soghra Andaryani et al.   JOURNAL OF ENVIRONMENTAL MANAGEMENT

An automated deep learning convolutional neural network algorithm applied for soil salinity distribution mapping in Lake Urmia, Iran

(2021) Mohammad Kazemi Garajeh et al.   SCIENCE OF THE TOTAL ENVIRONMENT

From local to regional compound flood mapping with deep learning and data fusion techniques

(2021) David F. Muñoz et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Flood depth mapping in street photos with image processing and deep neural networks

(2021) Bahareh Alizadeh Kharazi et al.   COMPUTERS ENVIRONMENT AND URBAN SYSTEMS

A comparative approach of data-driven split-window algorithms and MODIS products for land surface temperature retrieval

(2021) Mohammad Kazemi Garajeh et al.   Applied Geomatics

A deep learning convolutional neural network algorithm for detecting saline flow sources and mapping the environmental impacts of the Urmia Lake drought in Iran

(2021) Bakhtiar Feizizadeh et al.   CATENA

Machine learning data-driven approaches for land use/cover mapping and trend analysis using Google Earth Engine

(2021) Bakhtiar Feizizadeh et al.   Journal of Environmental Planning and Management

A tree-based intelligence ensemble approach for spatial prediction of potential groundwater

(2020) Mohammadtaghi Avand et al.   International Journal of Digital Earth

Assessing and mapping multi-hazard risk susceptibility using a machine learning technique

(2020) Hamid Reza Pourghasemi et al.   Scientific Reports

Effectiveness assessment of Keras based deep learning with different robust optimization algorithms for shallow landslide susceptibility mapping at tropical area

(2020) Viet-Ha Nhu et al.   CATENA

Assessment and management of water resources in Wadi El-Deeb using geophysical, hydrological and GIS techniques-Red Sea

(2020) Ahmed M.A. Youssef et al.   JOURNAL OF AFRICAN EARTH SCIENCES

A remote sensing approach to mapping fire severity in south-eastern Australia using sentinel 2 and random forest

(2020) Rebecca Gibson et al.   REMOTE SENSING OF ENVIRONMENT

Rapid and robust monitoring of flood events using Sentinel-1 and Landsat data on the Google Earth Engine

(2020) Ben DeVries et al.   REMOTE SENSING OF ENVIRONMENT

A New Modeling Approach for Spatial Prediction of Flash Flood with Biogeography Optimized CHAID Tree Ensemble and Remote Sensing Data

(2020) Viet-Nghia Nguyen et al.   Remote Sensing

Hazard and vulnerability in urban flood risk mapping: Machine learning techniques and considering the role of urban districts

(2020) Mohammad Eini et al.   International Journal of Disaster Risk Reduction

Effect of soil and water conservation measures on regime-based suspended sediment load during floods

(2020) Jinfei Hu et al.   Sustainable Cities and Society

Machine learning-assisted region merging for remote sensing image segmentation

(2020) Tengfei Su et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Can deep learning algorithms outperform benchmark machine learning algorithms in flood susceptibility modeling?

(2020) Binh Thai Pham et al.   JOURNAL OF HYDROLOGY

Flood susceptibility modeling in Teesta River basin, Bangladesh using novel ensembles of bagging algorithms

(2020) Swapan Talukdar et al.   STOCHASTIC ENVIRONMENTAL RESEARCH AND RISK ASSESSMENT

Estimation of soil salt content using machine learning techniques based on remote-sensing fractional derivatives, a case study in the Ebinur Lake Wetland National Nature Reserve, Northwest China

(2020) Zheng Wang et al.   ECOLOGICAL INDICATORS

An object based image analysis applied for volcanic and glacial landforms mapping in Sahand Mountain, Iran

(2020) Bakhtiar Feizizadeh et al.   CATENA

Flash flood susceptibility mapping using a novel deep learning model based on deep belief network, back propagation and genetic algorithm

(2020) Himan Shahabi et al.   Geoscience Frontiers

Unraveling Flooding Dynamics and Nutrients’ Controls upon Phytoplankton Functional Dynamics in Amazonian Floodplain Lakes

(2019) Cleber Kraus et al.   Water

Analysis of remote sensing imagery for disaster assessment using deep learning: a case study of flooding event

(2019) Liping Yang et al.   SOFT COMPUTING

A Comparative Assessment of Flood Susceptibility Modeling Using Multi-Criteria Decision-Making Analysis and Machine Learning Methods

(2019) Khabat Khosravi et al.   JOURNAL OF HYDROLOGY

Virtual Support Vector Machines with self-learning strategy for classification of multispectral remote sensing imagery

(2019) Christian Geiß et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Flood susceptibility mapping in Dingnan County (China) using adaptive neuro-fuzzy inference system with biogeography based optimization and imperialistic competitive algorithm

(2019) Yi Wang et al.   JOURNAL OF ENVIRONMENTAL MANAGEMENT

Flash-flood hazard assessment using ensembles and Bayesian-based machine learning models: Application of the simulated annealing feature selection method

(2019) Farzaneh Sajedi Hosseini et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Application of convolutional neural networks featuring Bayesian optimization for landslide susceptibility assessment

(2019) Maher Ibrahim Sameen et al.   CATENA

Identification of high impact factors of air quality on a national scale using big data and machine learning techniques

(2019) Jun Ma et al.   JOURNAL OF CLEANER PRODUCTION

Verification of novel integrations of swarm intelligence algorithms into deep learning neural network for flood susceptibility mapping

(2019) Quang-Thanh Bui et al.   JOURNAL OF HYDROLOGY

Multiscale Postprocessor for Ensemble Streamflow Prediction for Short to Long Ranges

(2019) Babak Alizadeh et al.   JOURNAL OF HYDROMETEOROLOGY

Cloud detection algorithm for multi-modal satellite imagery using convolutional neural-networks (CNN)

(2019) Michal Segal-Rozenhaimer et al.   REMOTE SENSING OF ENVIRONMENT

Modeling flood susceptibility using data-driven approaches of naïve Bayes tree, alternating decision tree, and random forest methods

(2019) Wei Chen et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Integrated machine learning methods with resampling algorithms for flood susceptibility prediction

(2019) Esmaeel Dodangeh et al.   SCIENCE OF THE TOTAL ENVIRONMENT

A Machine Learning Ensemble Approach Based on Random Forest and Radial Basis Function Neural Network for Risk Evaluation of Regional Flood Disaster: A Case Study of the Yangtze River Delta, China

(2019) Junfei Chen et al.   International Journal of Environmental Research and Public Health

Damage Evaluation of Porcelain Insulators with 154 kV Transmission Lines by Various Support Vector Machine (SVM) and Ensemble Methods Using Frequency Response Data

(2019) In Hyuk Choi et al.   Applied Sciences-Basel

Emerging evolutionary algorithm integrated with kernel principal component analysis for modeling the performance of a water treatment plant

(2019) S.I. Abba et al.   Journal of Water Process Engineering

Effect of nanomaterials on arsenic volatilization and extraction from flooded soils

(2018) Qing Huang et al.   ENVIRONMENTAL POLLUTION

Deep Convolutional Neural Network for Complex Wetland Classification Using Optical Remote Sensing Imagery

(2018) Mohammad Rezaee et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Beyond RGB: Very high resolution urban remote sensing with multimodal deep networks

(2018) Nicolas Audebert et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

A comparative assessment of decision trees algorithms for flash flood susceptibility modeling at Haraz watershed, northern Iran

(2018) Khabat Khosravi et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Integrating human behaviour dynamics into flood disaster risk assessment

(2018) J. C. J. H. Aerts et al.   Nature Climate Change

JAXA High-Resolution Land Use/Land Cover Map for Central Vietnam in 2007 and 2017

(2018) Phan Duong et al.   Remote Sensing

A GIS based approach for the mitigation of surface runoff to a shallow lowland reservoir

(2018) Jolanta Dąbrowska et al.   ECOHYDROLOGY & HYDROBIOLOGY

Learning Rotation-Invariant and Fisher Discriminative Convolutional Neural Networks for Object Detection

(2018) Gong Cheng et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

A Novel Hybrid Swarm Optimized Multilayer Neural Network for Spatial Prediction of Flash Floods in Tropical Areas Using Sentinel-1 SAR Imagery and Geospatial Data

(2018) Phuong-Thao Ngo et al.   SENSORS

An ensemble prediction of flood susceptibility using multivariate discriminant analysis, classification and regression trees, and support vector machines

(2018) Bahram Choubin et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Deep learning in remote sensing scene classification: a data augmentation enhanced convolutional neural network framework

(2017) Xingrui Yu et al.   GIScience & Remote Sensing

Towards better exploiting convolutional neural networks for remote sensing scene classification

(2017) Keiller Nogueira et al.   PATTERN RECOGNITION

What helps people recover from floods? Insights from a survey among flood-affected residents in Germany

(2017) Philip Bubeck et al.   Regional Environmental Change

A note on using the F-measure for evaluating record linkage algorithms

(2017) David Hand et al.   STATISTICS AND COMPUTING

Multi-criteria risk evaluation by integrating an analytical network process approach into GIS-based sensitivity and uncertainty analyses

(2017) Omid Ghorbanzadeh et al.   Geomatics Natural Hazards & Risk

Flood Effect on Groundwater Recharge on a Typical Silt Loam Soil

(2017) Guohua Zhang et al.   Water

Global assessment of flood and storm extremes with increased temperatures

(2017) Conrad Wasko et al.   Scientific Reports

Flood susceptibility assessment using GIS-based support vector machine model with different kernel types

(2015) Mahyat Shafapour Tehrany et al.   CATENA

Flash flood susceptibility assessment in Jeddah city (Kingdom of Saudi Arabia) using bivariate and multivariate statistical models

(2015) Ahmed M. Youssef et al.   Environmental Earth Sciences

A simple framework to quantitatively describe monthly precipitation and temperature climatology

(2015) Wouter R. Berghuijs et al.   INTERNATIONAL JOURNAL OF CLIMATOLOGY

Identification of potential artificial groundwater recharge zones in Northwestern Saudi Arabia using GIS and Boolean logic

(2015) Faisal K. Zaidi et al.   JOURNAL OF AFRICAN EARTH SCIENCES

Spatial prediction models for shallow landslide hazards: a comparative assessment of the efficacy of support vector machines, artificial neural networks, kernel logistic regression, and logistic model tree

(2015) Dieu Tien Bui et al.   Landslides

Flood susceptibility analysis and its verification using a novel ensemble support vector machine and frequency ratio method

(2015) Mahyat Shafapour Tehrany et al.   STOCHASTIC ENVIRONMENTAL RESEARCH AND RISK ASSESSMENT

Flood susceptibility mapping using frequency ratio and weights-of-evidence models in the Golastan Province, Iran

(2015) Omid Rahmati et al.   Geocarto International

Flood hazard zoning in Yasooj region, Iran, using GIS and multi-criteria decision analysis

(2015) Omid Rahmati et al.   Geomatics Natural Hazards & Risk

Multiple regression and Artificial Neural Network for long-term rainfall forecasting using large scale climate modes

(2013) F. Mekanik et al.   JOURNAL OF HYDROLOGY

Global flood risk under climate change

(2013) Yukiko Hirabayashi et al.   Nature Climate Change

Topographically controlled soil moisture is the primary driver of local vegetation patterns across a lowland region

(2013) Jesper E Moeslund et al.   Ecosphere

Encoding Invariances in Remote Sensing Image Classification With SVM

(2012) E. Izquierdo-Verdiguier et al.   IEEE Geoscience and Remote Sensing Letters

Landslide Susceptibility Assessment in Vietnam Using Support Vector Machines, Decision Tree, and Naïve Bayes Models

(2012) Dieu Tien Bui et al.   MATHEMATICAL PROBLEMS IN ENGINEERING

Towards automatic lithological classification from remote sensing data using support vector machines

(2011) Le Yu et al.   COMPUTERS & GEOSCIENCES

Flash flood risk estimation along the St. Katherine road, southern Sinai, Egypt using GIS based morphometry and satellite imagery

(2010) Ahmed M. Youssef et al.   Environmental Earth Sciences

ROC Curves in Non-Parametric Location-Scale Regression Models

(2010) WENCESLAO GONZÁLEZ-MANTEIGA et al.   SCANDINAVIAN JOURNAL OF STATISTICS

Impact of Flood Spreading on Infiltration Rate and Soil Properties in an Arid Environment

(2010) Reza Ghazavi et al.   WATER RESOURCES MANAGEMENT

A thirty-year artificial recharge experiment in a coastal aquifer in an arid zone: The Teboulba aquifer system (Tunisian Sahel)

(2009) Salem Bouri et al.   COMPTES RENDUS GEOSCIENCE

Anomaly detection in streaming environmental sensor data: A data-driven modeling approach

(2009) David J. Hill et al.   ENVIRONMENTAL MODELLING & SOFTWARE