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

Soil Organic Carbon Dynamics in Semi-Arid Irrigated Cropping Systems

(2021) Andrew M. Bierer et al.   Agronomy-Basel

Quantifying short-range variation of soil texture and total carbon of a 330-ha farm

(2021) Yakun Zhang et al.   CATENA

Using environmental variables and Fourier Transform Infrared Spectroscopy to predict soil organic carbon

(2021) Maryam Ghebleh Goydaragh et al.   CATENA

Evaluation and Prediction of Topsoil organic carbon using Machine learning and hybrid models at a Field-scale

(2021) Hamid Reza Matinfar et al.   CATENA

Improved digital soil mapping with multitemporal remotely sensed satellite data fusion: A case study in Iran

(2020) Solmaz Fathololoumi et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Digital mapping of soil organic carbon using ensemble learning model in Mollisols of Hyrcanian forests, northern Iran

(2020) Samaneh Tajik et al.   Geoderma Regional

Using fuzzy-AHP and parametric technique to assess soil fertility status in Northeast of Iran

(2020) Ali Keshavarzi et al.   Journal of Mountain Science

Improving the Spatial Prediction of Soil Organic Carbon Content in Two Contrasting Climatic Regions by Stacking Machine Learning Models and Rescanning Covariate Space

(2020) Ruhollah Taghizadeh-Mehrjardi et al.   Remote Sensing

The refined spatiotemporal representation of soil organic matter based on remote images fusion of Sentinel-2 and Sentinel-3

(2020) Chen Lin et al.   International Journal of Applied Earth Observation and Geoinformation

High-resolution digital mapping of soil organic carbon and soil total nitrogen using DEM derivatives, Sentinel-1 and Sentinel-2 data based on machine learning algorithms

(2020) Tao Zhou et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Predicting and Mapping of Soil Organic Carbon Using Machine Learning Algorithms in Northern Iran

(2020) Mostafa Emadi et al.   Remote Sensing

Spatial prediction of soil organic carbon using machine learning techniques in western Iran

(2020) Hamid Mahmoudzadeh et al.   Geoderma Regional

Spatial distribution dependency of soil organic carbon content to important environmental variables

(2020) Fahimeh Mirchooli et al.   ECOLOGICAL INDICATORS

Soil variability and quantification based on Sentinel-2 and Landsat-8 bare soil images: A comparison

(2020) Nélida Elizabet Quiñonez Silvero et al.   REMOTE SENSING OF ENVIRONMENT

High resolution middle eastern soil attributes mapping via open data and cloud computing

(2020) Raúl Roberto Poppiel et al.   GEODERMA

Use of Sentinel-2 Time-Series Images for Classification and Uncertainty Analysis of Inherent Biophysical Property: Case of Soil Texture Mapping

(2019) Cécile Gomez et al.   Remote Sensing

Digital soil mapping algorithms and covariates for soil organic carbon mapping and their implications: A review

(2019) Sushil Lamichhane et al.   GEODERMA

Determining the spatial distribution of soil properties using the environmental covariates and multivariate statistical analysis: a case study in semi-arid regions of Iran

(2019) Mojtaba Zeraatpisheh et al.   Journal of Arid Land

The Impact of Acquisition Date on the Prediction Performance of Topsoil Organic Carbon from Sentinel-2 for Croplands

(2019) Emmanuelle Vaudour et al.   Remote Sensing

Digital mapping of soil invertebrates using environmental attributes in a deciduous forest ecosystem

(2019) Samaneh Tajik et al.   GEODERMA

Modelling of soil organic carbon and bulk density in invaded coastal wetlands using Sentinel-1 imagery

(2019) Ren-Min Yang et al.   International Journal of Applied Earth Observation and Geoinformation

Practicing land degradation neutrality (LDN) approach in the Shazand Watershed, Iran

(2019) Mahboobeh Kiani-Harchegani et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Improving prediction of soil organic carbon content in croplands using phenological parameters extracted from NDVI time series data

(2019) Lin Yang et al.   SOIL & TILLAGE RESEARCH

Selecting appropriate machine learning methods for digital soil mapping

(2019) Yones Khaledian et al.   APPLIED MATHEMATICAL MODELLING

Conventional and digital soil mapping in Iran: Past, present, and future

(2019) Mojtaba Zeraatpisheh et al.   CATENA

Assessing the effects of deforestation and intensive agriculture on the soil quality through digital soil mapping

(2019) Mojtaba Zeraatpisheh et al.   GEODERMA

Pedogenic and microbial interrelations to regional climate and local topography: New insights from a climate gradient (arid to humid) along the Coastal Cordillera of Chile

(2018) Nadine Bernhard et al.   CATENA

The multidisciplinary origin of soil geography: A review

(2018) Jesús Rodrigo-Comino et al.   EARTH-SCIENCE REVIEWS

Role of environmental variables in the spatial distribution of soil carbon (C), nitrogen (N), and C:N ratio from the northeastern coastal agroecosystems in China

(2018) Shuai Wang et al.   ECOLOGICAL INDICATORS

Assessing the effects of slope gradient and land use change on soil quality degradation through digital mapping of soil quality indices and soil loss rate

(2018) K. Nabiollahi et al.   GEODERMA

Digging deeper: A holistic perspective of factors affecting soil organic carbon sequestration in agroecosystems

(2018) Rattan Lal   GLOBAL CHANGE BIOLOGY

Maize carbon dynamics are driven by soil erosion state and plant phenology rather than nitrogen fertilization form

(2018) M. Hoffmann et al.   SOIL & TILLAGE RESEARCH

Digital mapping of soil properties using multiple machine learning in a semi-arid region, central Iran

(2018) Mojtaba Zeraatpisheh et al.   GEODERMA

Soil organic carbon and texture retrieving and mapping using proximal, airborne and Sentinel-2 spectral imaging

(2018) Asa Gholizadeh et al.   REMOTE SENSING OF ENVIRONMENT

Soil organic carbon storage as a key function of soils - A review of drivers and indicators at various scales

(2018) Martin Wiesmeier et al.   GEODERMA

Evaluating the capability of the Sentinel 2 data for soil organic carbon prediction in croplands

(2018) Fabio Castaldi et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Land use and climate change effects on soil organic carbon in North and Northeast China

(2018) Yin Zhou et al.   SCIENCE OF THE TOTAL ENVIRONMENT

A multi-factor weighted regression approach for estimating the spatial distribution of soil organic carbon in grasslands

(2018) SuiZi Wang et al.   CATENA

Digital mapping of soil carbon fractions with machine learning

(2018) Hamza Keskin et al.   GEODERMA

Using quantile regression forest to estimate uncertainty of digital soil mapping products

(2017) Kévin Vaysse et al.   GEODERMA

Examining the strength of the newly-launched Sentinel 2 MSI sensor in detecting and discriminating subtle differences between C3 and C4 grass species

(2017) C. Shoko et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

On the combined effect of soil fertility and topography on tree growth in subtropical forest ecosystems—a study from SE China

(2017) Thomas Scholten et al.   Journal of Plant Ecology

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

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

More Data or a Better Model? Figuring Out What Matters Most for the Spatial Prediction of Soil Carbon

(2017) P.D.S.N. Somarathna et al.   SOIL SCIENCE SOCIETY OF AMERICA JOURNAL

On the combined effect of soil fertility and topography on tree growth in subtropical forest ecosystems—a study from SE China

(2017) Thomas Scholten et al.   Journal of Plant Ecology

The effectiveness of digital soil mapping to predict soil properties over low-relief areas

(2016) Zohreh Mosleh et al.   ENVIRONMENTAL MONITORING AND ASSESSMENT

Digital mapping of soil organic carbon at multiple depths using different data mining techniques in Baneh region, Iran

(2016) R. Taghizadeh-Mehrjardi et al.   GEODERMA

Assessment and Monitoring of Soil Degradation during Land Use Change Using Multivariate Analysis

(2016) Yones Khaledian et al.   LAND DEGRADATION & DEVELOPMENT

Digital Mapping of Topsoil Carbon Content and Changes in the Driftless Area of Wisconsin, USA

(2015) Kabindra Adhikari et al.   SOIL SCIENCE SOCIETY OF AMERICA JOURNAL

Predictive mapping of soil organic carbon stocks in South Australia’s agricultural zone

(2015) Craig Liddicoat et al.   Soil Research

Predicting soil organic carbon density using auxiliary environmental variables in northern Iran

(2015) Samereh Falahatkar et al.   Archives of Agronomy and Soil Science

Feature Selection with theBorutaPackage

(2015) Miron B. Kursa et al.   Journal of Statistical Software

Holistic environmental soil-landscape modeling of soil organic carbon

(2014) Xiong Xiong et al.   ENVIRONMENTAL MODELLING & SOFTWARE

Digital mapping of soil salinity in Ardakan region, central Iran

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

Land-use and historical management effects on soil organic carbon in grazing systems on the Northern Tablelands of New South Wales

(2013) Brian R. Wilson et al.   Soil Research

Prediction of soil physical properties by optimized support vector machines

(2012) A. Besalatpour et al.   International Agrophysics

Soil aggregation and organic carbon as affected by topography and land use change in western Iran

(2012) Shamsollah Ayoubi et al.   SOIL & TILLAGE RESEARCH

Soil texture mapping over low relief areas using land surface feedback dynamic patterns extracted from MODIS

(2011) Feng Liu et al.   GEODERMA

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

(2009) B.P. Malone et al.   GEODERMA

Multi-scale digital terrain analysis and feature selection for digital soil mapping

(2009) Thorsten Behrens et al.   GEODERMA

Soil organic carbon concentrations and stocks on Barro Colorado Island — Digital soil mapping using Random Forests analysis

(2008) R. Grimm et al.   GEODERMA