Flood Risk Mapping by Remote Sensing Data and Random Forest Technique

Mapping the Spatial and Temporal Variability of Flood Susceptibility Using Remotely Sensed Normalized Difference Vegetation Index and the Forecasted Changes in the Future

(2021) Keyvan Soltani et al.   SCIENCE OF THE TOTAL ENVIRONMENT

A 2D-SWEs framework for efficient catchment-scale simulations: Hydrodynamic scaling properties of river networks and implications for non-uniform grids generation

(2021) Pierfranco Costabile et al.   JOURNAL OF HYDROLOGY

Subgrid corrections in finite-element modelling of storm-driven coastal flooding

(2021) Johnathan L. Woodruff et al.   OCEAN MODELLING

Monitoring the summer flooding in the Poyang Lake area of China in 2020 based on Sentinel-1 data and multiple convolutional neural networks

(2021) Zhen Dong et al.   International Journal of Applied Earth Observation and Geoinformation

Finite element analysis of flood discharge atomization based on water–air two-phase flow

(2020) Gang Liu et al.   APPLIED MATHEMATICAL MODELLING

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

Google Earth Engine for geo-big data applications: A meta-analysis and systematic review

(2020) Haifa Tamiminia et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Flood hazard mapping incorporating multiple probability models

(2020) Luigi Guerriero et al.   JOURNAL OF HYDROLOGY

Post-Disaster Recovery Monitoring with Google Earth Engine

(2020) Saman Ghaffarian et al.   Applied Sciences-Basel

Terrestrial and airborne laser scanning and 2-D modelling for 3-D flood hazard maps in urban areas: new opportunities and perspectives

(2020) Pierfranco Costabile et al.   ENVIRONMENTAL MODELLING & SOFTWARE

Using machine learning models, remote sensing, and GIS to investigate the effects of changing climates and land uses on flood probability

(2020) Mohammadtaghi Avand et al.   JOURNAL OF HYDROLOGY

Evolving genetic programming and other AI-based models for estimating groundwater quality parameters of the Khezri plain, Eastern Iran

(2019) Ahmad Aryafar et al.   Environmental Earth Sciences

Accuracy assessment of ASTER, SRTM, ALOS, and TDX DEMs for Hispaniola and implications for mapping vulnerability to coastal flooding

(2019) Keqi Zhang et al.   REMOTE SENSING OF ENVIRONMENT

A novel deep learning neural network approach for predicting flash flood susceptibility: A case study at a high frequency tropical storm area

(2019) Dieu Tien Bui et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Flood hazard mapping in urban area using the hydrogeomorphological approach: case study of the Boumerzoug and Rhumel alluvial plains (Constantine city, NE Algeria).

(2019) Hamid Bourenane et al.   JOURNAL OF AFRICAN EARTH SCIENCES

Integrated machine learning methods with resampling algorithms for flood susceptibility prediction

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

Comparison of new generation low-complexity flood inundation mapping tools with a hydrodynamic model

(2018) Shahab Afshari et al.   JOURNAL OF HYDROLOGY

Effects of sea level rise, land subsidence, bathymetric change and typhoon tracks on storm flooding in the coastal areas of Shanghai

(2018) Jun Wang et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Flood Prevention and Emergency Response System Powered by Google Earth Engine

(2018) Cheng-Chien Liu et al.   Remote Sensing

Google Earth Engine Applications Since Inception: Usage, Trends, and Potential

(2018) Lalit Kumar et al.   Remote Sensing

GIS-based comparative characterization of groundwater quality of Tabas basin using multivariate statistical techniques and computational intelligence

(2018) A. Aryafar et al.   International Journal of Environmental Science and Technology

The First Wetland Inventory Map of Newfoundland at a Spatial Resolution of 10 m Using Sentinel-1 and Sentinel-2 Data on the Google Earth Engine Cloud Computing Platform

(2018) Masoud Mahdianpari et al.   Remote Sensing

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

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

Comparison of random forests and support vector machine for real-time radar-derived rainfall forecasting

(2017) Pao-Shan Yu et al.   JOURNAL OF HYDROLOGY

Google Earth Engine: Planetary-scale geospatial analysis for everyone

(2017) Noel Gorelick et al.   REMOTE SENSING OF ENVIRONMENT

Random forest in remote sensing: A review of applications and future directions

(2016) Mariana Belgiu et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Flood inundation mapping sensitivity to riverine spatial resolution and modelling approach

(2016) G. Papaioannou et al.   NATURAL HAZARDS

Flood hazard risk assessment model based on random forest

(2015) Zhaoli Wang et al.   JOURNAL OF HYDROLOGY

Rapid Response to a Typhoon-Induced Flood with an SAR-Derived Map of Inundated Areas: Case Study and Validation

(2015) Hsiao-Wei Chung et al.   Remote Sensing

Urban Flood Mapping Based on Unmanned Aerial Vehicle Remote Sensing and Random Forest Classifier—A Case of Yuyao, China

(2015) Quanlong Feng et al.   Water

Integrated risk assessment of flood disaster based on improved set pair analysis and the variable fuzzy set theory in central Liaoning Province, China

(2014) Enliang Guo et al.   NATURAL HAZARDS

Application of random forests to select premium quality vegetable oils by their fatty acid composition

(2013) Fang-fang Ai et al.   FOOD CHEMISTRY

Going-concern prediction using hybrid random forests and rough set approach

(2013) Ching-Chiang Yeh et al.   INFORMATION SCIENCES

Prediction of water quality parameters of Karoon River (Iran) by artificial intelligence-based models

(2013) S. Emamgholizadeh et al.   International Journal of Environmental Science and Technology

Application of a triangular fuzzy AHP approach for flood risk evaluation and response measures analysis

(2013) Xiao-ling Yang et al.   NATURAL HAZARDS

Assessment of flood hazard based on natural and anthropogenic factors using analytic hierarchy process (AHP)

(2013) Stefanos Stefanidis et al.   NATURAL HAZARDS

Gene selection with guided regularized random forest

(2013) Houtao Deng et al.   PATTERN RECOGNITION

Analysis of Dynamic Thresholds for the Normalized Difference Water Index

(2013) Lei Ji et al.   PHOTOGRAMMETRIC ENGINEERING AND REMOTE SENSING

Prediction of rockburst classification using Random Forest

(2013) Long-jun DONG et al.   TRANSACTIONS OF NONFERROUS METALS SOCIETY OF CHINA

Future flood losses in major coastal cities

(2013) Stephane Hallegatte et al.   Nature Climate Change

Computer aided diagnosis method for steatosis rating in ultrasound images using random forests

(2013) Dan Mihai Mihailescu   Medical Ultrasonography

Application of fuzzy logic and analytical hierarchy process (AHP) to landslide susceptibility mapping at Haraz watershed, Iran

(2012) Hamid Reza Pourghasemi et al.   NATURAL HAZARDS

Evaluation of random forest method for agricultural crop classification

(2012) Asli Ozdarici Ok et al.   European Journal of Remote Sensing

Tree Species Classification with Random Forest Using Very High Spatial Resolution 8-Band WorldView-2 Satellite Data

(2012) Markus Immitzer et al.   Remote Sensing

Comparison of GIS-based gullying susceptibility mapping using bivariate and multivariate statistics: Northern Calabria, South Italy

(2011) Federica Lucà et al.   GEOMORPHOLOGY

Rapid response flood detection using the MSG geostationary satellite

(2011) Simon Richard Proud et al.   International Journal of Applied Earth Observation and Geoinformation

Urban flood hazard zoning in Tucumán Province, Argentina, using GIS and multicriteria decision analysis

(2010) D.S. Fernández et al.   ENGINEERING GEOLOGY

Earthquake induced damage classification for reinforced concrete buildings

(2009) Solomon Tesfamariam et al.   STRUCTURAL SAFETY