Susceptibility to Gully Erosion: Applying Random Forest (RF) and Frequency Ratio (FR) Approaches to a Small Catchment in Ethiopia
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Title
Susceptibility to Gully Erosion: Applying Random Forest (RF) and Frequency Ratio (FR) Approaches to a Small Catchment in Ethiopia
Authors
Keywords
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Journal
Water
Volume 13, Issue 2, Pages 216
Publisher
MDPI AG
Online
2021-01-21
DOI
10.3390/w13020216
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Note: Only part of the references are listed.- Evaluation of Recent Advanced Soft Computing Techniques for Gully Erosion Susceptibility Mapping: A Comparative Study
- (2020) Alireza Arabameri et al. SENSORS
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- (2020) Yue Wang et al. International Journal of Environmental Research and Public Health
- The Classification Performance and Mechanism of Machine Learning Algorithms in Winter Wheat Mapping Using Sentinel-2 10 m Resolution Imagery
- (2020) Peng Fang et al. Applied Sciences-Basel
- Gully headcut susceptibility modeling using functional trees, naïve Bayes tree, and random forest models
- (2019) Mohsen Hosseinalizadeh et al. GEODERMA
- Assessment of Landslide Susceptibility Using Statistical- and Artificial Intelligence-based FR–RF Integrated Model and Multiresolution DEMs
- (2019) Arabameri et al. Remote Sensing
- Landslide Susceptibility Mapping Based on Random Forest and Boosted Regression Tree Models, and a Comparison of Their Performance
- (2019) Soyoung Park et al. Applied Sciences-Basel
- 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
- Testing a New Ensemble Model Based on SVM and Random Forest in Forest Fire Susceptibility Assessment and Its Mapping in Serbia’s Tara National Park
- (2019) Ljubomir Gigović et al. Forests
- Land subsidence susceptibility assessment using random forest machine learning algorithm
- (2019) Majid Mohammady et al. Environmental Earth Sciences
- 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
- A Novel Performance Assessment Approach using Photogrammetric Techniques for Landslide Susceptibility Mapping with Logistic Regression, ANN and Random Forest
- (2019) Sevgen et al. SENSORS
- Improving GIS-based Landslide Susceptibility Assessments with Multi-temporal Remote Sensing and Machine Learning
- (2019) Lai et al. SENSORS
- 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 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
- Spatial modelling of gully erosion in Mazandaran Province, northern Iran
- (2018) Mohsen Zabihi et al. CATENA
- Evaluating erosion control practices in an actively gullying watershed in the highlands of Ethiopia
- (2018) Getaneh K. Ayele et al. EARTH SURFACE PROCESSES AND LANDFORMS
- Participatory assessment of soil erosion severity and performance of mitigation measures using stakeholder workshops in Koga catchment, Ethiopia
- (2018) Walle Jemberu et al. JOURNAL OF ENVIRONMENTAL MANAGEMENT
- Gullies, a critical link in landscape soil loss: A case study in the subhumid highlands of Ethiopia
- (2018) Assefa D. Zegeye et al. LAND DEGRADATION & DEVELOPMENT
- A suite of global, cross-scale topographic variables for environmental and biodiversity modeling
- (2018) Giuseppe Amatulli et al. Scientific Data
- A GIS-based approach for gully erosion susceptibility modelling using bivariate statistics methods in the Ourika watershed, Morocco
- (2018) Modeste Meliho et al. Environmental Earth Sciences
- 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
- Soil degradation: a problem threatening the sustainable development of agriculture in Northeast China
- (2018) X.B. Liu et al. PLANT SOIL AND ENVIRONMENT
- Erosion hotspot identification in the sub-humid Ethiopian highlands
- (2018) Demesew A. Mhiret et al. ECOHYDROLOGY & HYDROBIOLOGY
- Self-Learning Random Forests Model for Mapping Groundwater Yield in Data-Scarce Areas
- (2018) Maher Ibrahim Sameen et al. Natural Resources Research
- 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
- 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
- Gully Head Retreat in the Sub-Humid Ethiopian Highlands: The Ene-Chilala Catchment
- (2017) Meseret B. Addisie et al. LAND DEGRADATION & DEVELOPMENT
- 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
- Revisiting storm runoff processes in the upper Blue Nile basin: The Debre Mawi watershed
- (2016) Seifu A. Tilahun et al. CATENA
- Application of GIS-based data driven random forest and maximum entropy models for groundwater potential mapping: A case study at Mehran Region, Iran
- (2016) Omid Rahmati et al. CATENA
- Reducing Sediment Connectivity Through man-Made and Natural Sediment Sinks in the Minizr Catchment, Northwest Ethiopia
- (2016) Mulatie Mekonnen et al. LAND DEGRADATION & DEVELOPMENT
- Gully erosion susceptibility mapping: the role of GIS-based bivariate statistical models and their comparison
- (2016) Omid Rahmati et al. NATURAL HAZARDS
- Impact of conservation practices on runoff and soil loss in the sub-humid Ethiopian Highlands: The Debre Mawi watershed
- (2015) Dessalegn C. Dagnew et al. Journal of Hydrology and Hydromechanics
- Decadal Trends of Soil Loss and Runoff in the Koga Catchment, Northwestern Ethiopia
- (2015) Eleni Yeshaneh et al. LAND DEGRADATION & DEVELOPMENT
- Using topographical attributes to evaluate gully erosion proneness (susceptibility) in two mediterranean basins: advantages and limitations
- (2015) Álvaro Gómez-Gutiérrez et al. NATURAL HAZARDS
- Gully development in eastern Romania: a case study from Falciu Hills
- (2015) Ion Ionita et al. NATURAL HAZARDS
- Impact of papyrus wetland encroachment on spatial and temporal variabilities of stream flow and sediment export from wet tropical catchments
- (2015) N. Ryken et al. SCIENCE OF THE TOTAL ENVIRONMENT
- Integrated Solutions for Combating Gully Erosion in Areas Prone to Soil Piping: Innovations from the Drylands of Northern Ethiopia
- (2014) Amaury Frankl et al. LAND DEGRADATION & DEVELOPMENT
- Seasonal Surface Drainage of Sloping Farmland: A Review of Its Hydrogeomorphic Impacts
- (2014) Elise Monsieurs et al. LAND DEGRADATION & DEVELOPMENT
- Factors controlling the morphology and volume (V)-length (L) relations of permanent gullies in the northern Ethiopian Highlands
- (2013) Amaury Frankl et al. EARTH SURFACE PROCESSES AND LANDFORMS
- Gully head retreat rates in the semi-arid highlands of Northern Ethiopia
- (2012) Amaury Frankl et al. GEOMORPHOLOGY
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- (2012) Bardan Ghimire et al. GIScience & Remote Sensing
- Effects of vegetation and slope aspect on water budget in the hill and gully region of the Loess Plateau of China
- (2011) Li Wang et al. CATENA
- Land reclamation using reservoir sediments in Tigray, northern Ethiopia
- (2011) Gebreyohannes Girmay et al. SOIL USE AND MANAGEMENT
- Impact of land use on physico-chemical and hydrological properties of ustifluvent soils in riparian zone of river Yamuna, India
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- Mapping erosion susceptibility by a multivariate statistical method: A case study from the Ayvalık region, NW Turkey
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- The onsite cost of gully erosion and cost-benefit of gully rehabilitation: A case study in Ethiopia
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- Gully erosion processes: monitoring and modelling
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- Gully erosion, land use and topographical thresholds during the last 60 years in a small rangeland catchment in SW Spain
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- An approach to computing topographic wetness index based on maximum downslope gradient
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- Bank-collapse processes in a valley-bottom gully, western Iowa
- (2008) John T. Thomas et al. EARTH SURFACE PROCESSES AND LANDFORMS
- Dynamics of soil erosion rates and controlling factors in the Northern Ethiopian Highlands – towards a sediment budget
- (2007) Jan Nyssen et al. EARTH SURFACE PROCESSES AND LANDFORMS
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