Performance evaluation of machine learning algorithms to assess soil erosion in Mediterranean farmland: A case‐study in Syria

UAV-based multispectral and thermal cameras to predict soil water content – A machine learning approach

(2022) László Bertalan et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Spatial–temporal dynamic impact of changes in rainfall erosivity and vegetation coverage on soil erosion in the Eastern Mediterranean

(2022) Karam Alsafadi et al.   ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH

Comparison of Ensemble Machine Learning Methods for Soil Erosion Pin Measurements

(2021) Kieu Anh Nguyen et al.   ISPRS International Journal of Geo-Information

Predicting Rainfall-Induced Soil Erosion Based on a Hybridization of Adaptive Differential Evolution and Support Vector Machine Classification

(2021) Tuan Vu Dinh et al.   MATHEMATICAL PROBLEMS IN ENGINEERING

Advanced GIS and RS Applications for Soil and Land Degradation Assessment and Mapping

(2021) László Pásztor   ISPRS International Journal of Geo-Information

Machine learning applications for water-induced soil erosion modeling and mapping

(2021) Hossein Sahour et al.   SOIL & TILLAGE RESEARCH

Classification Efficacy Using K-Fold Cross-Validation and Bootstrapping Resampling Techniques on the Example of Mapping Complex Gully Systems

(2021) Kwanele Phinzi et al.   Remote Sensing

Estimating water erosion using RUSLE, GIS and remote sensing in Wadi-Qandeel river basin, Lattakia, Syria

(2021) Hazem Ghassan Abdo   Proceedings of the Indian National Science Academy

Improving the spatial prediction of soil organic carbon using environmental covariates selection: A comparison of a group of environmental covariates

(2021) Mojtaba Zeraatpisheh et al.   CATENA

Machine learning and remote sensing techniques applied to estimate soil indicators – Review

(2021) Freddy A. Diaz-Gonzalez et al.   ECOLOGICAL INDICATORS

Novel combination of analytical hierarchy process and weighted sum analysis for watersheds prioritization. A study of Ulindi catchment, Congo River Basin

(2021) Luc Cimusa Kulimushi et al.   Geocarto International

Spatial prediction of soil aggregate stability and soil organic carbon in aggregate fractions using machine learning algorithms and environmental variables

(2021) Mojtaba Zeraatpisheh et al.   Geoderma Regional

Machine Learning-Based Gully Erosion Susceptibility Mapping: A Case Study of Eastern India

(2020) Sunil Saha et al.   SENSORS

Multi-algorithm comparison for predicting soil salinity

(2020) Fei Wang et al.   GEODERMA

Machine Learning for Gully Feature Extraction Based on a Pan-Sharpened Multispectral Image: Multiclass vs. Binary Approach

(2020) Kwanele Phinzi et al.   ISPRS International Journal of Geo-Information

Gully erosion spatial modelling: Role of machine learning algorithms in selection of the best controlling factors and modelling process

(2020) Hamid Reza Pourghasemi et al.   Geoscience Frontiers

A random forest model of landslide susceptibility mapping based on hyperparameter optimization using Bayes algorithm

(2020) Deliang Sun et al.   GEOMORPHOLOGY

Predicting soil erosion hazard in Lattakia Governorate (W Syria)

(2020) Mohammed Safwan et al.   International Journal of Sediment Research

Evolving a total-evaluation map of flash flood hazard for hydro-prioritization based on geohydromorphometric parameters and GIS–RS manner in Al-Hussain river basin, Tartous, Syria

(2020) Hazem Ghassan Abdo   NATURAL HAZARDS

Susceptibility Mapping of Soil Water Erosion Using Machine Learning Models

(2020) Amirhosein Mosavi et al.   Water

Application of Artificial Neural Networks, Support Vector Machine and Multiple Model-ANN to Sediment Yield Prediction

(2020) Sarita Gajbhiye Meshram et al.   WATER RESOURCES MANAGEMENT

Ensemble models of GLM, FDA, MARS, and RF for flood and erosion susceptibility mapping: a priority assessment of sub-basins

(2020) Amirhosein Mosavi et al.   Geocarto International

Soil Management Effects on Soil Water Erosion and Runoff in Central Syria—A Comparative Evaluation of General Linear Model and Random Forest Regression

(2020) Safwan Mohammed et al.   Water

A comparative analysis of statistical and machine learning techniques for mapping the spatial distribution of groundwater salinity in a coastal aquifer

(2020) Hossein Sahour et al.   JOURNAL OF HYDROLOGY

Elaborating Hungarian Segment of the Global Map of Salt-Affected Soils (GSSmap): National Contribution to an International Initiative

(2020) Gábor Szatmári et al.   Remote Sensing

Impact of Land Cover Change Due to Armed Conflicts on Soil Erosion in the Basin of the Northern Al-Kabeer River in Syria Using the RUSLE Model

(2020) Hussein Almohamad   Water

Gully headcut susceptibility modeling using functional trees, naïve Bayes tree, and random forest models

(2019) Mohsen Hosseinalizadeh et al.   GEODERMA

Assessing the performance of GIS- based machine learning models with different accuracy measures for determining susceptibility to gully erosion

(2019) Younes Garosi et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Random forest, support vector machine, and neural networks to modelling suspended sediment in Tigris River-Baghdad

(2019) Mustafa Al-Mukhtar   ENVIRONMENTAL MONITORING AND ASSESSMENT

Gully Erosion Susceptibility Mapping Using Multivariate Adaptive Regression Splines—Replications and Sample Size Scenarios

(2019) Javidan et al.   Water

Comparative assessment using boosted regression trees, binary logistic regression, frequency ratio and numerical risk factor for gully erosion susceptibility modelling

(2019) Alireza Arabameri et al.   CATENA

Modeling the impact of climate change on water resources and soil erosion in a tropical catchment in Burkina Faso, West Africa

(2018) Felix Op de Hipt et al.   CATENA

Long-term impact of rainfed agricultural land abandonment on soil erosion in the Western Mediterranean basin

(2018) Artemi Cerdà et al.   PROGRESS IN PHYSICAL GEOGRAPHY

A Novel Hybrid Approach of Bayesian Logistic Regression and Its Ensembles for Landslide Susceptibility Assessment

(2018) Mousa Abedini et al.   Geocarto International

Influence of land use changes on spatial erosion pattern, a time series analysis using RUSLE and GIS: the cases of Ambuliyar sub-basin, India

(2018) N. Nasir et al.   Acta Geophysica

Spatial Modelling of Gully Erosion Using GIS and R Programing: A Comparison among Three Data Mining Algorithms

(2018) Alireza Arabameri et al.   Applied Sciences-Basel

A Random Forest-Based Approach to Map Soil Erosion Risk Distribution in Hickory Plantations in Western Zhejiang Province, China

(2018) Zhenlong Cheng et al.   Remote Sensing

Straw mulch as a sustainable solution to decrease runoff and erosion in glyphosate-treated clementine plantations in Eastern Spain. An assessment using rainfall simulation experiments

(2018) S.D. Keesstra et al.   CATENA

Evaluation of different machine learning models for predicting and mapping the susceptibility of gully erosion

(2017) Omid Rahmati et al.   GEOMORPHOLOGY

Water erosion susceptibility mapping by applying Stochastic Gradient Treeboost to the Imera Meridionale River Basin (Sicily, Italy)

(2016) Silvia Eleonora Angileri et al.   GEOMORPHOLOGY

Searching for evidence of changes in extreme rainfall indices in the Central Rift Valley of Ethiopia

(2016) Alemayehu Muluneh et al.   THEORETICAL AND APPLIED CLIMATOLOGY

State-of-the-art review of some artificial intelligence applications in pile foundations

(2016) Mohamed A. Shahin   Geoscience Frontiers

Machine learning for predicting soil classes in three semi-arid landscapes

(2015) Colby W. Brungard et al.   GEODERMA

A meta-analysis of soil erosion rates across the world

(2015) José M. García-Ruiz et al.   GEOMORPHOLOGY

Post-harvest summer tillage to control wind erosion in the Khanasser Valley, Syria

(2015) Z. Masri et al.   Aeolian Research

AnSPSSR-Menu for Ordinal Factor Analysis

(2015) Mário Basto et al.   Journal of Statistical Software

The use of Kohonen neural networks for runoff–erosion modeling

(2014) Camilo Allyson Simões de Farias et al.   JOURNAL OF SOILS AND SEDIMENTS

Erosion in Mediterranean landscapes: Changes and future challenges

(2013) José M. García-Ruiz et al.   GEOMORPHOLOGY

The effects of land uses on soil erosion in Spain: A review

(2010) José M. García-Ruiz   CATENA

A rain splash transport equation assimilating field and laboratory measurements

(2010) Thomas Dunne et al.   JOURNAL OF GEOPHYSICAL RESEARCH

Building blocks for automated elucidation of metabolites: Machine learning methods for NMR prediction

(2008) Stefan Kuhn et al.   BMC BIOINFORMATICS