Deep learning and boosting framework for piping erosion susceptibility modeling: spatial evaluation of agricultural areas in the semi-arid region

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

(2020) Alireza Arabameri et al.   GEOMORPHOLOGY

Land use and Land Cover change and its resultant erosion susceptible level: an appraisal using RUSLE and Logistic Regression in a tropical plateau basin of West Bengal, India

(2020) Raj Kumar Bhattacharya et al.   ENVIRONMENT DEVELOPMENT AND SUSTAINABILITY

A spatially explicit deep learning neural network model for the prediction of landslide susceptibility

(2020) Dong Van Dao et al.   CATENA

Landslide Susceptibility Mapping: Machine and Ensemble Learning Based on Remote Sensing Big Data

(2020) Bahareh Kalantar et al.   Remote Sensing

GIS-Based Gully Erosion Susceptibility Mapping: A Comparison of Computational Ensemble Data Mining Models

(2020) Viet-Ha Nhu et al.   Applied Sciences-Basel

GIS-Based Machine Learning Algorithms for Gully Erosion Susceptibility Mapping in a Semi-Arid Region of Iran

(2020) Xinxiang Lei et al.   Remote Sensing

Novel Ensemble Approach of Deep Learning Neural Network (DLNN) Model and Particle Swarm Optimization (PSO) Algorithm for Prediction of Gully Erosion Susceptibility

(2020) Shahab S. Band et al.   SENSORS

Evaluation of Different Machine Learning Methods and Deep-Learning Convolutional Neural Networks for Landslide Detection

(2019) Omid Ghorbanzadeh et al.   Remote Sensing

Insights into the BRT (Boosted Regression Trees) Method in the Study of the Climate-Growth Relationship of Masson Pine in Subtropical China

(2019) Hongliang Gu et al.   Forests

Spatial modelling of gully headcuts using UAV data and four best-first decision classifier ensembles (BFTree, Bag-BFTree, RS-BFTree, and RF-BFTree)

(2019) Mohsen Hosseinalizadeh et al.   GEOMORPHOLOGY

Simulating the impact of climate change on soil erosion in sub-tropical monsoon dominated watershed based on RUSLE, SCS runoff and MIROC5 climatic model

(2019) Subodh Chandra Pal et al.   ADVANCES IN SPACE RESEARCH

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

(2019) Mohsen Hosseinalizadeh et al.   GEODERMA

Driving digital rock towards machine learning: Predicting permeability with gradient boosting and deep neural networks

(2019) Oleg Sudakov et al.   COMPUTERS & GEOSCIENCES

GIS‐based susceptibility assessment of the occurrence of gully headcuts and pipe collapses in a semi‐arid environment: Golestan Province, NE Iran

(2019) Narges Kariminejad et al.   LAND DEGRADATION & DEVELOPMENT

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

Evaluation of factors affecting gully headcut location using summary statistics and the maximum entropy model: Golestan Province, NE Iran

(2019) Narges Kariminejad et al.   SCIENCE OF THE TOTAL ENVIRONMENT

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

Proposing a Novel Predictive Technique for Gully Erosion Susceptibility Mapping in Arid and Semi-arid Regions (Iran)

(2019) Arabameri et al.   Remote Sensing

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

(2019) Javidan et al.   Water

A Comparative Assessment of Random Forest and k-Nearest Neighbor Classifiers for Gully Erosion Susceptibility Mapping

(2019) Avand et al.   Water

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

Integrated machine learning methods with resampling algorithms for flood susceptibility prediction

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

Comparison of machine learning models for gully erosion susceptibility mapping

(2019) Alireza Arabameri et al.   Geoscience Frontiers

Spatial soil erosion estimation using an artificial neural network (ANN) and field plot data

(2018) V. Gholami et al.   CATENA

Spatial prediction of soil erosion susceptibility using a fuzzy analytical network process: Application of the fuzzy decision making trial and evaluation laboratory approach

(2018) Farzaneh Sajedi-Hosseini et al.   LAND DEGRADATION & DEVELOPMENT

Assessing gully erosion susceptibility in Mayurakshi river basin of eastern India

(2018) Sandipta Debanshi et al.   ENVIRONMENT DEVELOPMENT AND SUSTAINABILITY

An application of different summary statistics for modelling piping collapses and gully headcuts to evaluate their geomorphological interactions in Golestan Province, Iran

(2018) Mohsen Hosseinalizadeh et al.   CATENA

Subsurface erosion by soil piping: significance and research needs

(2018) Anita Bernatek-Jakiel et al.   EARTH-SCIENCE REVIEWS

The effect of sudden critical and supercritical hydraulic loads on backward erosion piping: small-scale experiments

(2018) Kristine Vandenboer et al.   Acta Geotechnica

Modelling gully-erosion susceptibility in a semi-arid region, Iran: Investigation of applicability of certainty factor and maximum entropy models

(2018) Ali Azareh 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

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

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

(2017) Omid Rahmati et al.   GEOMORPHOLOGY

Effects of soil physico-chemical properties on stream bank erosion induced by seepage in northeastern Iran

(2017) A. Masoodi et al.   HYDROLOGICAL SCIENCES JOURNAL-JOURNAL DES SCIENCES HYDROLOGIQUES

Landslide susceptibility mapping using an integrated model of information value method and logistic regression in the Bailongjiang watershed, Gansu Province, China

(2017) Guo-liang Du et al.   Journal of Mountain Science

Landslide susceptibility mapping using random forest and boosted tree models in Pyeong-Chang, Korea

(2017) Jeong-Cheol Kim et al.   Geocarto International

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

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

Fuzzy Shannon Entropy: A Hybrid GIS-Based Landslide Susceptibility Mapping Method

(2016) Majid Shadman Roodposhti et al.   Entropy

Exploring relationships between grid cell size and accuracy for debris-flow susceptibility models: a test in the Giampilieri catchment (Sicily, Italy)

(2016) M. Cama et al.   Environmental Earth Sciences

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

(2016) Silvia Eleonora Angileri et al.   GEOMORPHOLOGY

Comparison of four kernel functions used in support vector machines for landslide susceptibility mapping: a case study at Suichuan area (China)

(2016) Haoyuan Hong et al.   Geomatics Natural Hazards & Risk

Soil pipe collapses in a loess pasture of Goodwin Creek watershed, Mississippi: role of soil properties and past land use

(2015) Glenn V. Wilson et al.   EARTH SURFACE PROCESSES AND LANDFORMS

Estimation of scour depth below free overfall spillways using multivariate adaptive regression splines and artificial neural networks

(2015) Mehrshad Samadi et al.   Engineering Applications of Computational Fluid Mechanics

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

Assessment of susceptibility to earth-flow landslide using logistic regression and multivariate adaptive regression splines: A case of the Belice River basin (western Sicily, Italy)

(2015) Christian Conoscenti et al.   GEOMORPHOLOGY

Binary logistic regression versus stochastic gradient boosted decision trees in assessing landslide susceptibility for multiple-occurring landslide events: application to the 2009 storm event in Messina (Sicily, southern Italy)

(2015) L. Lombardo et al.   NATURAL HAZARDS

Landslide susceptibility mapping using GIS-based statistical models and Remote sensing data in tropical environment

(2015) Himan Shahabi et al.   Scientific Reports

Soil erosion hazard mapping using Analytic Hierarchy Process and logistic regression: a case study of Haffouz watershed, central Tunisia

(2014) Sameh Kachouri et al.   Arabian Journal of Geosciences

Erosion-creep-collapse mechanism of underground soil loss for the karst rocky desertification in Chenqi village, Puding county, Guizhou, China

(2014) Jianxiu Wang et al.   Environmental Earth Sciences

An efficient algorithm coupled with synthetic minority over-sampling technique to classify imbalanced PubChem BioAssay data

(2013) Ming Hao et al.   ANALYTICA CHIMICA ACTA

Impact of soil characteristics and land use on pipe erosion in a temperate humid climate: Field studies in Belgium

(2013) E. Verachtert et al.   GEOMORPHOLOGY

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

(2013) Christian Conoscenti et al.   GEOMORPHOLOGY

Badlands in marl lithologies: A field guide to soil dispersion, subsurface erosion and piping-origin gullies

(2012) Hazel Faulkner   CATENA

A generalized linear mixed model for longitudinal binary data with a marginal logit link function

(2011) Michael Parzen et al.   Annals of Applied Statistics

Soil loss rates due to piping erosion

(2011) E. Verachtert et al.   EARTH SURFACE PROCESSES AND LANDFORMS

Quantitative assessment of the piping erosion susceptibility of loess-derived soil horizons using the pinhole test

(2011) E. Nadal-Romero et al.   GEOMORPHOLOGY

Estimating soil erosion using MODIS and TM images based on support vector machine and à trous wavelet

(2011) S.H. Chen et al.   International Journal of Applied Earth Observation and Geoinformation

Prediction of Random Effects in Linear and Generalized Linear Models under Model Misspecification

(2010) Charles E. McCulloch et al.   BIOMETRICS

WEPP and ANN models for simulating soil loss and runoff in a semi-arid Mediterranean region

(2010) Issa Albaradeyia et al.   ENVIRONMENTAL MONITORING AND ASSESSMENT

Factors controlling the spatial distribution of soil piping erosion on loess-derived soils: A case study from central Belgium

(2010) E. Verachtert et al.   GEOMORPHOLOGY

Adaptive ridge regression system for software cost estimating on multi-collinear datasets

(2010) Yan-Fu Li et al.   JOURNAL OF SYSTEMS AND SOFTWARE

Techniques for evaluating the performance of landslide susceptibility models

(2009) Paolo Frattini et al.   ENGINEERING GEOLOGY

Geomorphic threshold conditions for gully erosion in Southwestern Iran (Boushehr-Samal watershed)

(2009) Aliakbar Nazari Samani et al.   JOURNAL OF ASIAN EARTH SCIENCES

A working guide to boosted regression trees

(2008) J. Elith et al.   JOURNAL OF ANIMAL ECOLOGY