Spatial flood susceptibility mapping using an explainable artificial intelligence (XAI) model

Slope stability prediction using ensemble learning techniques: A case study in Yunyang County, Chongqing, China

(2022) Wengang Zhang et al.   Journal of Rock Mechanics and Geotechnical Engineering

Earthquake-Induced Building-Damage Mapping Using Explainable AI (XAI)

(2021) Sahar S. Matin et al.   SENSORS

Urban Vegetation Mapping from Aerial Imagery Using Explainable AI (XAI)

(2021) Abolfazl Abdollahi et al.   SENSORS

Interpretable and explainable AI (XAI) model for spatial drought prediction

(2021) Abhirup Dikshit et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Probabilistic stability analysis of earth dam slope under transient seepage using multivariate adaptive regression splines

(2020) Lin Wang et al.   Bulletin of Engineering Geology and the Environment

Causal Effect of Impervious Cover on Annual Flood Magnitude for the United States

(2020) Annalise G. Blum et al.   GEOPHYSICAL RESEARCH LETTERS

Temporal Probability Assessment and Its Use in Landslide Susceptibility Mapping for Eastern Bhutan

(2020) Abhirup Dikshit et al.   Water

Prediction of undrained shear strength using extreme gradient boosting and random forest based on Bayesian optimization

(2020) Wengang Zhang et al.   Geoscience Frontiers

Short-Term Spatio-Temporal Drought Forecasting Using Random Forests Model at New South Wales, Australia

(2020) Abhirup Dikshit et al.   Applied Sciences-Basel

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

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

Convolutional neural network approach for spatial prediction of flood hazard at national scale of Iran

(2020) Khabat Khosravi et al.   JOURNAL OF HYDROLOGY

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

(2019) Matej Vojtek et al.   Water

Comparison of convolutional neural networks for landslide susceptibility mapping in Yanshan County, China

(2019) Yi Wang et al.   SCIENCE OF THE TOTAL ENVIRONMENT

A comparison of statistical methods and multi-criteria decision making to map flood hazard susceptibility in Northern Iran

(2019) Alireza Arabameri et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Importance of spatial predictor variable selection in machine learning applications – Moving from data reproduction to spatial prediction

(2019) Hanna Meyer et al.   ECOLOGICAL MODELLING

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

Flood susceptibility assessment in Hengfeng area coupling adaptive neuro-fuzzy inference system with genetic algorithm and differential evolution

(2018) Haoyuan Hong et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Spatial Assessment of Urban Flood Susceptibility Using Data Mining and Geographic Information System (GIS) Tools

(2018) Sunmin Lee et al.   Sustainability

Flood Hazard Assessment Supported by Reduced Cost Aerial Precision Photogrammetry

(2018) Santiago Zazo et al.   Remote Sensing

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

Urban flood risk mapping using the GARP and QUEST models: A comparative study of machine learning techniques

(2018) Hamid Darabi et al.   JOURNAL OF HYDROLOGY

Landslide susceptibility assessment using the certainty factor and analytic hierarchy process

(2017) Wen Fan et al.   Journal of Mountain Science

Assessing flood hazard using flood marks and analytic hierarchy process approach: a case study for the 2013 flood event in Quang Nam, Vietnam

(2017) Chinh Luu et al.   NATURAL HAZARDS

Spatial prediction of flood susceptibility using random-forest and boosted-tree models in Seoul metropolitan city, Korea

(2017) Sunmin Lee et al.   Geomatics Natural Hazards & Risk

Soil erosion prediction based on land cover dynamics at the Semenyih watershed in Malaysia using LTM and USLE models

(2016) Hossein Mojaddadi Rizeei et al.   Geocarto International

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

(2015) Mahyat Shafapour Tehrany et al.   CATENA

Deep learning

(2015) Yann LeCun et al.   NATURE

Flood susceptibility mapping using a novel ensemble weights-of-evidence and support vector machine models in GIS

(2014) Mahyat Shafapour Tehrany et al.   JOURNAL OF HYDROLOGY

Catchment properties, function, and conceptual model representation: is there a correspondence?

(2013) Fabrizio Fenicia et al.   HYDROLOGICAL PROCESSES

An artificial neural network model for flood simulation using GIS: Johor River Basin, Malaysia

(2011) Masoud Bakhtyari Kia et al.   Environmental Earth Sciences

How do flow peaks and durations change in suburbanizing semi-arid watersheds? A southern California case study

(2011) Robert J. Hawley et al.   JOURNAL OF HYDROLOGY

Integrated application of the analytic hierarchy process and the geographic information system for flood risk assessment and flood plain management in Taiwan

(2011) Yi-Ru Chen et al.   NATURAL HAZARDS