Assessing soil organic carbon stocks under land-use change scenarios using random forest models

Changes of carbon stocks in alpine grassland soils from 2002 to 2011 on the Tibetan Plateau and their climatic causes

(2017) Litong Chen et al.   GEODERMA

Variation in soil carbon stocks with depth along a toposequence in a sub-humid climate in North Africa (Skikda, Algeria)

(2017) Zohra Bounouara et al.   JOURNAL OF ARID ENVIRONMENTS

The influence of changes in land use and landscape patterns on soil erosion in a watershed

(2017) Shanghong Zhang et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Deforestation impacts on soil organic carbon stocks in the Semiarid Chaco Region, Argentina

(2017) Sebastián Horacio Villarino et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Soil structure breakdown following land use change from forest to maize in Northwest Vietnam

(2017) Steffen A. Schweizer et al.   SOIL & TILLAGE RESEARCH

Response of soil organic carbon and nitrogen stocks to soil erosion and land use types in the Loess hilly–gully region of China

(2017) Zhongwu Li et al.   SOIL & TILLAGE RESEARCH

Random forests and stochastic gradient boosting for predicting tree canopy cover: comparing tuning processes and model performance

(2016) Elizabeth A. Freeman et al.   CANADIAN JOURNAL OF FOREST RESEARCH

Effects of tree species on topsoil properties and nitrogen cycling in natural forest and tree plantations of northern Iran

(2016) Yahya Kooch et al.   CATENA

Soil quality assessment based on carbon stratification index in different olive grove management practices in Mediterranean areas

(2016) M.L. Fernández-Romero et al.   CATENA

Impacts of afforestation on plant diversity, soil properties, and soil organic carbon storage in a semi-arid grassland of northwestern China

(2016) Long-Fei Chen et al.   CATENA

Carbon stock estimation in the catchment of Kotli Bhel 1A hydroelectric reservoir, Uttarakhand, India

(2016) Amit Kumar et al.   ECOTOXICOLOGY AND ENVIRONMENTAL SAFETY

Changes in soil organic carbon over 20 years after afforestation in semiarid SE Spain

(2016) C. Segura et al.   FOREST ECOLOGY AND MANAGEMENT

Environmental factors controlling soil organic carbon storage in loess soils of a subhumid region, northern Iran

(2016) Mohammad Ajami et al.   GEODERMA

Impact of changes in land use, species and elevation on soil organic carbon and total nitrogen in Ethiopian Central Highlands

(2016) Mehari A. Tesfaye et al.   GEODERMA

Digital mapping for cost-effective and accurate prediction of the depth and carbon stocks in Indonesian peatlands

(2016) Rudiyanto et al.   GEODERMA

Total soil organic carbon and carbon sequestration potential in Nigeria

(2016) Stephen I.C. Akpa et al.   GEODERMA

Transition from Forest-based to Cereal-based Agricultural Systems: A Review of the Drivers of Land use Change and Degradation in Southwest Ethiopia

(2016) Henok Kassa et al.   LAND DEGRADATION & DEVELOPMENT

Land-use and land degradation processes affecting soil resources: Evidence from a traditional Mediterranean cropland (Greece)

(2015) M. Karamesouti et al.   CATENA

A comparative assessment of support vector regression, artificial neural networks, and random forests for predicting and mapping soil organic carbon stocks across an Afromontane landscape

(2015) Kennedy Were et al.   ECOLOGICAL INDICATORS

Comparing data mining classifiers to predict spatial distribution of USDA-family soil groups in Baneh region, Iran

(2015) R. Taghizadeh-Mehrjardi et al.   GEODERMA

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

(2015) Colby W. Brungard et al.   GEODERMA

Environmental Factors Controlling Soil Organic Carbon Stocks in Two Contrasting Mediterranean Climatic Areas of Southern Spain

(2015) Bárbara A. Willaarts et al.   LAND DEGRADATION & DEVELOPMENT

Spatial prediction of soil organic matter content integrating artificial neural network and ordinary kriging in Tibetan Plateau

(2014) Fuqiang Dai et al.   ECOLOGICAL INDICATORS

Updating soil survey maps using random forest and conditioned Latin hypercube sampling in the loess derived soils of northern Iran

(2014) Mohammad Reza Pahlavan Rad et al.   GEODERMA

Digital mapping of soil properties in Canadian managed forests at 250m of resolution using the k-nearest neighbor method

(2014) Nicolas Mansuy et al.   GEODERMA

Spatial prediction of soil great groups by boosted regression trees using a limited point dataset in an arid region, southeastern Iran

(2014) Azam Jafari et al.   GEODERMA

Soil classification using visible/near-infrared diffuse reflectance spectra from multiple depths

(2014) G.M. Vasques et al.   GEODERMA

Land-use/cover classification in a heterogeneous coastal landscape using RapidEye imagery: evaluating the performance of random forest and support vector machines classifiers

(2014) Elhadi Adam et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Landscape scale estimation of soil carbon stock using 3D modelling

(2014) F. Veronesi et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Land use and management effects on carbon and nitrogen in Mediterranean Cambisols

(2013) B. Lozano-García et al.   AGRICULTURE ECOSYSTEMS & ENVIRONMENT

Soil erosion and surface runoff on different vegetation covers and slope gradients: A field experiment in Southern Shaanxi Province, China

(2013) Hany El Kateb et al.   CATENA

Estimation of soil organic matter by geostatistical methods: Use of auxiliary information in agricultural and environmental assessment

(2013) Chiara Piccini et al.   ECOLOGICAL INDICATORS

Constructing a soil class map of Denmark based on the FAO legend using digital techniques

(2013) Kabindra Adhikari et al.   GEODERMA

Predictive soil parent material mapping at a regional-scale: A Random Forest approach

(2013) Brandon Heung et al.   GEODERMA

Digital mapping of soil salinity in Ardakan region, central Iran

(2013) R. Taghizadeh-Mehrjardi et al.   GEODERMA

Mapping the Three-Dimensional Distribution of Soil Organic Matter across a Subtropical Hilly Landscape

(2013) Feng Liu et al.   SOIL SCIENCE SOCIETY OF AMERICA JOURNAL

The estimation of soil organic carbon distribution and storage in a small catchment area of the Loess Plateau

(2012) Mingming Li et al.   CATENA

Spatial prediction of USDA- great soil groups in the arid Zarand region, Iran: comparing logistic regression approaches to predict diagnostic horizons and soil types

(2012) A. Jafari et al.   EUROPEAN JOURNAL OF SOIL SCIENCE

Land use and climate change impacts on soil organic carbon stocks in semi-arid Spain

(2012) Juan Albaladejo et al.   JOURNAL OF SOILS AND SEDIMENTS

Using Digital Elevation Models as an Environmental Predictor for Soil Clay Contents

(2012) Mogens H. Greve et al.   SOIL SCIENCE SOCIETY OF AMERICA JOURNAL

SOIL QUALITY AND SPATIAL VARIABILITY ASSESSMENT OF LAND USE EFFECTS IN A TYPIC HAPLUSTOLL

(2011) E. Ozgoz et al.   LAND DEGRADATION & DEVELOPMENT

Role of deforestation and hillslope position on soil quality attributes of loess-derived soils in Golestan province, Iran

(2009) F. Khormali et al.   AGRICULTURE ECOSYSTEMS & ENVIRONMENT

Mapping continuous depth functions of soil carbon storage and available water capacity

(2009) B.P. Malone et al.   GEODERMA

Soil quality degradation processes along a deforestation chronosequence in the Ziwuling area, China

(2008) Shaoshan An et al.   CATENA

Changes in ecosystem carbon stocks following grassland afforestation of semiarid sandy soil in the southeastern Keerqin Sandy Lands, China

(2008) Y.L. Hu et al.   JOURNAL OF ARID ENVIRONMENTS