Integration of Sentinel-1/2 and topographic attributes to predict the spatial distribution of soil texture fractions in some agricultural soils of western Iran

Bio-Inspired Hybridization of Artificial Neural Networks: An Application for Mapping the Spatial Distribution of Soil Texture Fractions

(2021) Ruhollah Taghizadeh-Mehrjardi et al.   Remote Sensing

Prediction of Soil Organic Carbon under Different Land Use Types Using Sentinel-1/-2 Data in a Small Watershed

(2021) Huan Wang et al.   Remote Sensing

Predicting heavy metal contents by applying machine learning approaches and environmental covariates in west of Iran

(2021) Kamran Azizi et al.   JOURNAL OF GEOCHEMICAL EXPLORATION

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

Mapping soil organic carbon and clay using remote sensing to predict soil workability for enhanced climate change adaptation

(2020) S.S. Paul et al.   GEODERMA

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

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

Multi-task convolutional neural networks outperformed random forest for mapping soil particle size fractions in central Iran

(2020) R. Taghizadeh-Mehrjardi et al.   GEODERMA

Improved land cover map of Iran using Sentinel imagery within Google Earth Engine and a novel automatic workflow for land cover classification using migrated training samples

(2020) Arsalan Ghorbanian et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Modelling and mapping soil organic carbon stocks in Brazil

(2019) Lucas Carvalho Gomes 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

Comparing Sentinel-2 MSI and Landsat 8 OLI in soil salinity detection: a case study of agricultural lands in coastal North Carolina

(2019) E. Davis et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Using time-series Sentinel-1 data for soil prediction on invaded coastal wetlands

(2019) Ren-Min Yang et al.   ENVIRONMENTAL MONITORING AND ASSESSMENT

Soil Texture Estimation Using Radar and Optical Data from Sentinel-1 and Sentinel-2

(2019) Safa Bousbih et al.   Remote Sensing

Predicting regional spatial distribution of soil texture in floodplains using remote sensing data: A case of southeastern Iran

(2019) Mohammad Shahriari et al.   CATENA

Exploring the driving forces and digital mapping of soil organic carbon using remote sensing and soil texture

(2019) Nikou Hamzehpour et al.   CATENA

The effects of topography on aboveground biomass and soil moisture at local scale in dryland grassland ecosystem, China

(2019) Pei Wei et al.   ECOLOGICAL INDICATORS

Using deep learning for multivariate mapping of soil with quantified uncertainty

(2019) Alexandre M.J.-C. Wadoux   GEODERMA

Spatial variability of soil texture fractions and pH in a flood plain (case study from eastern Iran)

(2018) Mohammad Reza Pahlavan-Rad et al.   CATENA

Sensitivity of clay content prediction to spectral configuration of VNIR/SWIR imaging data, from multispectral to hyperspectral scenarios

(2018) C. Gomez et al.   REMOTE SENSING OF ENVIRONMENT

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

Multi-scale digital soil mapping with deep learning

(2018) Thorsten Behrens et al.   Scientific Reports

A high-resolution map of soil pH in China made by hybrid modelling of sparse soil data and environmental covariates and its implications for pollution

(2018) Songchao Chen et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Spatial variability of selected metals using auxiliary variables in agricultural soils

(2018) Ying-Qiang Song et al.   CATENA

Soil prediction for coastal wetlands following Spartina alterniflora invasion using Sentinel-1 imagery and structural equation modeling

(2018) Ren-Min Yang et al.   CATENA

Digital mapping of soil carbon fractions with machine learning

(2018) Hamza Keskin et al.   GEODERMA

Limited effect of organic matter on soil available water capacity

(2017) B. Minasny et al.   EUROPEAN JOURNAL OF SOIL SCIENCE

Prediction of topsoil texture for Region Centre (France) applying model ensemble methods

(2017) Mercedes Román Dobarco et al.   GEODERMA

Synergic Use of Sentinel-1 and Sentinel-2 Images for Operational Soil Moisture Mapping at High Spatial Resolution over Agricultural Areas

(2017) Mohammad El Hajj et al.   Remote Sensing

SoilGrids250m: Global gridded soil information based on machine learning

(2017) Tomislav Hengl et al.   PLoS One

Spatial variability of soil organic matter using remote sensing data

(2016) S. Mirzaee et al.   CATENA

Spatial prediction of soil surface texture in a semiarid region using random forest and multiple linear regressions

(2016) César da Silva Chagas et al.   CATENA

Aggregation of classifiers ensemble using local discriminatory power and quantiles

(2016) Bartosz Swiderski et al.   EXPERT SYSTEMS WITH APPLICATIONS

An overview and comparison of machine-learning techniques for classification purposes in digital soil mapping

(2016) Brandon Heung et al.   GEODERMA

GLORI: A GNSS-R Dual Polarization Airborne Instrument for Land Surface Monitoring

(2016) Erwan Motte et al.   SENSORS

Improving the Spatial Prediction of Soil Organic Carbon Stocks in a Complex Tropical Mountain Landscape by Methodological Specifications in Machine Learning Approaches

(2016) Mareike Ließ et al.   PLoS One

Digital Mapping of Soil Particle-Size Fractions for Nigeria

(2014) Stephen I. C. Akpa et al.   SOIL SCIENCE SOCIETY OF AMERICA JOURNAL

Spatially-explicit regional-scale prediction of soil organic carbon stocks in cropland using environmental variables and mixed model approaches

(2013) Sebastian Doetterl et al.   GEODERMA

The ASCAT Soil Moisture Product: A Review of its Specifications, Validation Results, and Emerging Applications

(2013) Wolfgang Wagner et al.   METEOROLOGISCHE ZEITSCHRIFT

Potential of SPOT Multispectral Satellite Images for Mapping Topsoil Organic Carbon Content over Peri-Urban Croplands

(2013) E. Vaudour et al.   SOIL SCIENCE SOCIETY OF AMERICA JOURNAL

Spatially distributed modeling of soil organic matter across China: An application of artificial neural network approach

(2012) Qi-quan Li et al.   CATENA

Near-infrared spectroscopy for within-field soil characterization: small local calibrations compared with national libraries spiked with local samples

(2010) J. Wetterlind et al.   EUROPEAN JOURNAL OF SOIL SCIENCE

Variable selection using random forests

(2010) Robin Genuer et al.   PATTERN RECOGNITION LETTERS

Impacts of clay mineralogy and physiographic units on the distribution of potassium forms in calcareous soils in Iran

(2009) S. Rezapour et al.   CLAY MINERALS