A multiple soil properties oriented representative sampling strategy for digital soil mapping

Soil organic carbon prediction using phenological parameters and remote sensing variables generated from Sentinel-2 images

(2021) Xianglin He et al.   CATENA

A deep learning method to predict soil organic carbon content at a regional scale using satellite-based phenology variables

(2021) Lin Yang et al.   International Journal of Applied Earth Observation and Geoinformation

Predicting Soil Organic Carbon and Soil Nitrogen Stocks in Topsoil of Forest Ecosystems in Northeastern China Using Remote Sensing Data

(2020) Shuai Wang et al.   Remote Sensing

Comparison of conditioned Latin hypercube and feature space coverage sampling for predicting soil classes using simulation from soil maps

(2020) Tianwu Ma et al.   GEODERMA

Divergent responses of soil organic carbon to afforestation

(2020) Songbai Hong et al.   Nature Sustainability

Quantifying influences of natural and anthropogenic factors on vegetation changes using structural equation modeling: A case study in Jiangsu Province, China

(2020) Lin Yang et al.   JOURNAL OF CLEANER PRODUCTION

A self-training semi-supervised machine learning method for predictive mapping of soil classes with limited sample data

(2020) Lei Zhang et al.   GEODERMA

Pedology and digital soil mapping (DSM)

(2019) Yuxin Ma et al.   EUROPEAN JOURNAL OF SOIL SCIENCE

Predicting soil organic carbon content in croplands using crop rotation and Fourier transform decomposed variables

(2019) Lin Yang et al.   GEODERMA

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

(2019) Sushil Lamichhane et al.   GEODERMA

Responses of soil organic carbon decomposition to warming depend on the natural warming gradient

(2019) Wenfang Xu et al.   GEODERMA

In-situ recommendation of alternative soil samples during field sampling based on environmental similarity

(2019) Tianwu Ma et al.   Earth Science Informatics

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

Accounting for access costs in validation of soil maps: A comparison of design-based sampling strategies

(2018) Lin Yang et al.   GEODERMA

Optimization of second-phase sampling for multivariate soil mapping purposes: Case study from a wine region, Hungary

(2018) Gábor Szatmári et al.   GEODERMA

Identification of representative samples from existing samples for digital soil mapping

(2018) Yiming An et al.   GEODERMA

Machine-Learning Variables at Different Scales vs. Knowledge-based Variables for Mapping Multiple Soil Properties

(2018) Jingjing Shi et al.   SOIL SCIENCE SOCIETY OF AMERICA JOURNAL

Sampling for digital soil mapping: A tutorial supported by R scripts

(2018) D.J. Brus   GEODERMA

Soil organic carbon dynamics jointly controlled by climate, carbon inputs, soil properties and soil carbon fractions

(2017) Zhongkui Luo et al.   GLOBAL CHANGE BIOLOGY

Regional Soil Mapping Using Multi-Grade Representative Sampling and a Fuzzy Membership-Based Mapping Approach

(2017) Lin YANG et al.   PEDOSPHERE

SoilGrids250m: Global gridded soil information based on machine learning

(2017) Tomislav Hengl et al.   PLoS One

An heuristic uncertainty directed field sampling design for digital soil mapping

(2016) Shu-Jie Zhang et al.   GEODERMA

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

(2016) Brandon Heung et al.   GEODERMA

Evaluation of Integrative Hierarchical Stepwise Sampling for Digital Soil Mapping

(2016) Lin Yang et al.   SOIL SCIENCE SOCIETY OF AMERICA JOURNAL

Predictive soil mapping with limited sample data

(2015) A. X. Zhu et al.   EUROPEAN JOURNAL OF SOIL SCIENCE

Balanced sampling: A versatile sampling approach for statistical soil surveys

(2015) D.J. Brus   GEODERMA

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

(2015) Colby W. Brungard et al.   GEODERMA

Impact of multi-scale predictor selection for modeling soil properties

(2015) Bradley A. Miller et al.   GEODERMA

Hyper-scale digital soil mapping and soil formation analysis

(2013) Thorsten Behrens et al.   GEODERMA

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

(2013) Brandon Heung et al.   GEODERMA

An integrative hierarchical stepwise sampling strategy for spatial sampling and its application in digital soil mapping

(2012) L. Yang et al.   INTERNATIONAL JOURNAL OF GEOGRAPHICAL INFORMATION SCIENCE

An R package for spatial coverage sampling and random sampling from compact geographical strata by k-means

(2010) D.J.J. Walvoort et al.   COMPUTERS & GEOSCIENCES

Construction of membership functions for predictive soil mapping under fuzzy logic

(2009) A-Xing Zhu et al.   GEODERMA

Sampling design optimization for multivariate soil mapping

(2009) R. Vašát et al.   GEODERMA

Quantification of spatial gradation of slope positions

(2009) Cheng-Zhi Qin et al.   GEOMORPHOLOGY

An approach to computing topographic wetness index based on maximum downslope gradient

(2009) Cheng-Zhi Qin et al.   PRECISION AGRICULTURE