Machine Learning Techniques for Gully Erosion Susceptibility Mapping: A Review

Credal decision tree based novel ensemble models for spatial assessment of gully erosion and sustainable management

(2021) Alireza Arabameri et al.   Scientific Reports

Evaluation of different DEMs for gully erosion susceptibility mapping using in-situ field measurement and validation

(2021) Indrajit Chowdhuri et al.   Ecological Informatics

Gully Erosion Susceptibility Mapping in Highly Complex Terrain Using Machine Learning Models

(2021) Annan Yang et al.   ISPRS International Journal of Geo-Information

Modelling of piping collapses and gully headcut landforms: Evaluating topographic variables from different types of DEM

(2021) Alireza Arabameri et al.   Geoscience Frontiers

Applying different resampling strategies in machine learning models to predict head-cut gully erosion susceptibility

(2021) Fengjie Wang et al.   Alexandria Engineering Journal

A methodological comparison of head-cut based gully erosion susceptibility models: Combined use of statistical and artificial intelligence

(2020) Alireza Arabameri et al.   GEOMORPHOLOGY

A comparative study among machine learning and numerical models for simulating groundwater dynamics in the Heihe River Basin, northwestern China

(2020) Chong Chen et al.   Scientific Reports

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

Modeling the impact of 2D/3D urban indicators on the urban heat island over different seasons: A boosted regression tree approach

(2020) Yunfeng Hu et al.   JOURNAL OF ENVIRONMENTAL MANAGEMENT

Integration of artificial intelligence with Meta classifiers for the gully erosion susceptibility assessment in Hinglo river basin, Eastern India

(2020) Jagabandhu Roy et al.   ADVANCES IN SPACE RESEARCH

Employing Machine Learning Algorithms for Streamflow Prediction: A Case Study of Four River Basins with Different Climatic Zones in the United States

(2020) Peiman Parisouj et al.   WATER RESOURCES MANAGEMENT

A comprehensive review of ephemeral gully erosion models

(2020) Kyle R. Douglas-Mankin et al.   CATENA

A comparative evaluation of supervised machine learning algorithms for township level landslide susceptibility zonation in parts of Indian Himalayas

(2020) Bipin Peethambaran et al.   CATENA

Novel Hybrid Integration Approach of Bagging-Based Fisher’s Linear Discriminant Function for Groundwater Potential Analysis

(2019) Wei Chen et al.   Natural Resources Research

Assessing the potential of Sentinel-2 MSI sensor in detecting and mapping the spatial distribution of gullies in a communal grazing landscape

(2019) Nosipho P. Makaya et al.   PHYSICS AND CHEMISTRY OF THE EARTH

Landslide-susceptibility mapping in Gangwon-do, South Korea, using logistic regression and decision tree models

(2019) Prima Riza Kadavi et al.   Environmental Earth Sciences

Assessment of the importance of gully erosion effective factors using Boruta algorithm and its spatial modeling and mapping using three machine learning algorithms

(2019) Mahdis Amiri et al.   GEODERMA

A field investigation on ephemeral gully erosion processes under different upslope inflow and sediment conditions

(2019) Tongjia Wu et al.   JOURNAL OF HYDROLOGY

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

Gully erosion susceptibility assessment and management of hazard-prone areas in India using different machine learning algorithms

(2019) Amiya Gayen et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Machine learning approaches for crop yield prediction and nitrogen status estimation in precision agriculture: A review

(2018) Anna Chlingaryan et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Fast incremental learning of logistic model tree using least angle regression

(2018) Sudong Lee et al.   EXPERT SYSTEMS WITH APPLICATIONS

Accuracy of topographic index models at identifying ephemeral gully trajectories on agricultural fields

(2018) Aleksey Y. Sheshukov et al.   GEOMORPHOLOGY

GIS-based gully erosion susceptibility mapping: a comparison among three data-driven models and AHP knowledge-based technique

(2018) Alireza Arabameri et al.   Environmental Earth Sciences

Machine Learning in Agriculture: A Review

(2018) Konstantinos Liakos et al.   SENSORS

Gully erosion zonation mapping using integrated geographically weighted regression with certainty factor and random forest models in GIS

(2018) Alireza Arabameri et al.   JOURNAL OF ENVIRONMENTAL MANAGEMENT

Comparing the use of training data derived from legacy soil pits and soil survey polygons for mapping soil classes

(2017) Brandon Heung et al.   GEODERMA

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

(2017) Omid Rahmati et al.   GEOMORPHOLOGY

Gully erosion: A comparison of contributing factors in two catchments in South Africa

(2017) Ndifelani Mararakanye et al.   GEOMORPHOLOGY

Assessment of Gully Erosion Susceptibility Using Multivariate Adaptive Regression Splines and Accounting for Terrain Connectivity

(2017) Christian Conoscenti et al.   LAND DEGRADATION & DEVELOPMENT

The contribution of gully erosion to total sediment production in a small watershed in Southwest China

(2017) Xiyu Zhang et al.   PHYSICAL GEOGRAPHY

Performance assessment of individual and ensemble data-mining techniques for gully erosion modeling

(2017) Hamid Reza Pourghasemi et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Evaluating the influence of geo-environmental factors on gully erosion in a semi-arid region of Iran: An integrated framework

(2017) Omid Rahmati et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Assessment of the effects of training data selection on the landslide susceptibility mapping: a comparison between support vector machine (SVM), logistic regression (LR) and artificial neural networks (ANN)

(2017) Bahareh Kalantar et al.   Geomatics Natural Hazards & Risk

A novel hybrid artificial intelligence approach based on the rotation forest ensemble and naïve Bayes tree classifiers for a landslide susceptibility assessment in Langao County, China

(2017) Wei Chen et al.   Geomatics Natural Hazards & Risk

Support vector machine-based open crop model (SBOCM): Case of rice production in China

(2017) Ying-xue Su et al.   SAUDI JOURNAL OF BIOLOGICAL SCIENCES

Understanding how roadside concentrations of NO x are influenced by the background levels, traffic density, and meteorological conditions using Boosted Regression Trees

(2016) Arwa Sayegh et al.   ATMOSPHERIC ENVIRONMENT

Detection of tomatoes using spectral-spatial methods in remotely sensed RGB images captured by UAV

(2016) J. Senthilnath et al.   BIOSYSTEMS ENGINEERING

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

(2016) Silvia Eleonora Angileri et al.   GEOMORPHOLOGY

Gully erosion susceptibility mapping: the role of GIS-based bivariate statistical models and their comparison

(2016) Omid Rahmati et al.   NATURAL HAZARDS

Multivariate alternating decision trees

(2016) Hong Kuan Sok et al.   PATTERN RECOGNITION

Boosted regression tree model-based assessment of the impacts of meteorological drivers of hand, foot and mouth disease in Guangdong, China

(2016) Wangjian Zhang et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Evaluating ephemeral gully erosion impact on Zea mays L. yield and economics using AnnAGNPS

(2016) Hao Li et al.   SOIL & TILLAGE RESEARCH

Accuracy Analysis Mechanism for Agriculture Data Using the Ensemble Neural Network Method

(2016) Hsu-Yang Kung et al.   Sustainability

Dominant forest tree species are potentially vulnerable to climate change over large portions of their range even at high latitudes

(2016) Catherine Périé et al.   PeerJ

Gully Erosion Mapping and Monitoring at Multiple Scales Based on Multi-Source Remote Sensing Data of the Sancha River Catchment, Northeast China

(2016) Ranghu Wang et al.   ISPRS International Journal of Geo-Information

Remote sensing monitoring of gullies on a regional scale: A case study of Kebai region in Heilongjiang Province, China

(2015) Shuwen Zhang et al.   Chinese Geographical Science

GIS-based groundwater potential mapping using boosted regression tree, classification and regression tree, and random forest machine learning models in Iran

(2015) Seyed Amir Naghibi et al.   ENVIRONMENTAL MONITORING AND ASSESSMENT

A comparative study of landslide susceptibility maps using logistic regression, frequency ratio, decision tree, weights of evidence and artificial neural network

(2015) Liang-Jie Wang et al.   GEOSCIENCES JOURNAL

Landslide detection and susceptibility mapping using LiDAR and an artificial neural network approach: a case study in the Cuyahoga Valley National Park, Ohio

(2015) Pece V. Gorsevski et al.   Landslides

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

An integrated artificial neural network model for the landslide susceptibility assessment of Osado Island, Japan

(2015) Jie Dou et al.   NATURAL HAZARDS

An assessment of gully erosion along major armoured roads in south-eastern region of South Africa: a remote sensing and GIS approach

(2015) Khoboso Elizabeth Seutloali et al.   Geocarto International

Object-based gully system prediction from medium resolution imagery using Random Forests

(2014) Rajesh B.V. Shruthi et al.   GEOMORPHOLOGY

Landslide susceptibility mapping at Vaz Watershed (Iran) using an artificial neural network model: a comparison between multilayer perceptron (MLP) and radial basic function (RBF) algorithms

(2013) Mohammad Zare et al.   Arabian Journal of Geosciences

Evaluating ephemeral gullies with a process-based topographic index model

(2013) Prasad Daggupati et al.   CATENA

A GIS-based approach for gully erosion susceptibility modelling: a test in Sicily, Italy

(2013) Christian Conoscenti et al.   Environmental Earth Sciences

Hybrid decision tree and naïve Bayes classifiers for multi-class classification tasks

(2013) Dewan Md. Farid et al.   EXPERT SYSTEMS WITH APPLICATIONS

Gully erosion susceptibility assessment by means of GIS-based logistic regression: A case of Sicily (Italy)

(2013) Christian Conoscenti et al.   GEOMORPHOLOGY

Landslide susceptibility mapping using GIS-based multi-criteria decision analysis, support vector machines, and logistic regression

(2013) Taskin Kavzoglu et al.   Landslides

Machine Learning Feature Selection Methods for Landslide Susceptibility Mapping

(2013) Natan Micheletti et al.   Mathematical Geosciences

Spatial prediction of landslide hazards in Hoa Binh province (Vietnam): A comparative assessment of the efficacy of evidential belief functions and fuzzy logic models

(2012) Dieu Tien Bui et al.   CATENA

A comparative study on the predictive ability of the decision tree, support vector machine and neuro-fuzzy models in landslide susceptibility mapping using GIS

(2012) Biswajeet Pradhan   COMPUTERS & GEOSCIENCES

Support vector machines to map rare and endangered native plants in Pacific islands forests

(2012) Robin Pouteau et al.   Ecological Informatics

Support vector classifier analysis of slope

(2012) Pijush Samui   Geomatics Natural Hazards & Risk

Using climatically based random forests to downscale coarse-grained potential natural vegetation maps in tropical Mexico

(2011) Raúl A. Vaca et al.   APPLIED VEGETATION SCIENCE

Causes and Effects of Gully Erosion on Agricultural Lands and the Environment

(2011) Mansour Jahantigh et al.   COMMUNICATIONS IN SOIL SCIENCE AND PLANT ANALYSIS

Predicting gully initiation: comparing data mining techniques, analytical hierarchy processes and the topographic threshold

(2011) Tal Svoray et al.   EARTH SURFACE PROCESSES AND LANDFORMS

Landslide susceptibility assessment using SVM machine learning algorithm

(2011) Miloš Marjanović et al.   ENGINEERING GEOLOGY

Combining landslide susceptibility maps obtained from frequency ratio, logistic regression, and artificial neural network models using ASTER images and GIS

(2011) Jaewon Choi et al.   ENGINEERING GEOLOGY

Spatio-temporal predictive model based on environmental factors for juvenile spotted seatrout in Texas estuaries using boosted regression trees

(2011) John T. Froeschke et al.   FISHERIES RESEARCH

Object-based gully feature extraction using high spatial resolution imagery

(2011) Rajesh B.V. Shruthi et al.   GEOMORPHOLOGY

Function identification for the intrinsic strength and elastic properties of granitic rocks via genetic programming (GP)

(2010) Murat Karakus   COMPUTERS & GEOSCIENCES

Mapping erosion susceptibility by a multivariate statistical method: A case study from the Ayvalık region, NW Turkey

(2010) Aykut Akgün et al.   COMPUTERS & GEOSCIENCES

Comparison and ranking of different modelling techniques for prediction of site index in Mediterranean mountain forests

(2010) Wim Aertsen et al.   ECOLOGICAL MODELLING

A functional entity approach to predict soil erosion processes in a small Plio-Pleistocene Mediterranean catchment in Northern Chianti, Italy

(2010) Michael Märker et al.   GEOMORPHOLOGY

Support vector machines in remote sensing: A review

(2010) Giorgos Mountrakis et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Receiver Operating Characteristic Curve in Diagnostic Test Assessment

(2010) Jayawant N. Mandrekar   Journal of Thoracic Oncology

Digital mapping of soil organic matter stocks using Random Forest modeling in a semi-arid steppe ecosystem

(2010) Martin Wiesmeier et al.   PLANT AND SOIL

Effect of soil texture, tailwater height, and pore-water pressure on the morphodynamics of migrating headcuts in upland concentrated flows

(2009) Robert R. Wells et al.   EARTH SURFACE PROCESSES AND LANDFORMS

Modelling the occurrence of gullies in rangelands of southwest Spain

(2009) Álvaro Gómez Gutiérrez et al.   EARTH SURFACE PROCESSES AND LANDFORMS

Gully erosion, land use and topographical thresholds during the last 60 years in a small rangeland catchment in SW Spain

(2009) Álvaro Gómez Gutiérrez et al.   LAND DEGRADATION & DEVELOPMENT

Mapping badland areas using LANDSAT TM/ETM satellite imagery and morphological data

(2008) M. Liberti et al.   GEOMORPHOLOGY

Soil erosion susceptibility assessment and validation using a geostatistical multivariate approach: a test in Southern Sicily

(2008) Christian Conoscenti et al.   NATURAL HAZARDS

Mapping of soil erosion using remotely sensed data in Zombodze South, Swaziland

(2008) Absalom M. Manyatsi et al.   PHYSICS AND CHEMISTRY OF THE EARTH