Predicting soil properties in 3D: Should depth be a covariate?

Three-dimensional digital soil mapping of multiple soil properties at a field-scale using regression kriging

(2020) Yakun Zhang et al.   GEODERMA

Catchment-scale 3D mapping of depth to soil sodicity constraints through combining public and on-farm soil databases – A potential tool for on-farm management

(2020) Patrick Filippi et al.   GEODERMA

National Scale 3D Mapping of Soil pH Using a Data Augmentation Approach

(2020) Pierre Roudier et al.   Remote Sensing

Developing a soil spectral library using a low-cost NIR spectrometer for precision fertilization in Indonesia

(2020) Wartini Ng et al.   Geoderma Regional

Proximal sensing applied to soil texture prediction and mapping in Brazil

(2020) Renata Andrade et al.   Geoderma Regional

Pedology and digital soil mapping (DSM)

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

The feasibility of predicting the spatial pattern of soil particle-size distribution using a pedogenesis model

(2019) Yuxin Ma et al.   GEODERMA

Mapping the Depth-to-Soil pH Constraint, and the Relationship with Cotton and Grain Yield at the Within-Field Scale

(2019) Patrick Filippi et al.   Agronomy-Basel

Evaluating a low‐cost portable NIR spectrometer for the prediction of soil organic and total carbon using different calibration models

(2019) Amin Sharififar et al.   SOIL USE AND MANAGEMENT

Relative prediction intervals reveal larger uncertainty in 3D approaches to predictive digital soil mapping of soil properties with legacy data

(2019) Travis W. Nauman et al.   GEODERMA

Evaluating low-cost portable near infrared sensors for rapid analysis of soils from South Eastern Australia

(2019) Yijia Tang et al.   Geoderma Regional

Increment-averaged kriging for 3-D modelling and mapping soil properties: Combining machine learning and geostatistical methods

(2019) T.G. Orton et al.   GEODERMA

Soil Property and Class Maps of the Conterminous United States at 100-Meter Spatial Resolution

(2018) Amanda Ramcharan et al.   SOIL SCIENCE SOCIETY OF AMERICA JOURNAL

SoilGrids250m: Global gridded soil information based on machine learning

(2017) Tomislav Hengl et al.   PLoS One

Fuzzy clustering of Vis–NIR spectra for the objective recognition of soil morphological horizons in soil profiles

(2016) Mario Fajardo et al.   GEODERMA

Digital soil mapping: A brief history and some lessons

(2016) Budiman Minasny et al.   GEODERMA

An assessment of model averaging to improve predictive power of portable vis-NIR and XRF for the determination of agronomic soil properties

(2016) S.M. O'Rourke et al.   GEODERMA

A one-step approach for modelling and mapping soil properties based on profile data sampled over varying depth intervals

(2016) T.G. Orton et al.   GEODERMA

A similarity-based method for three-dimensional prediction of soil organic matter concentration

(2016) Feng Liu et al.   GEODERMA

Proximal Sensing and Digital Terrain Models Applied to Digital Soil Mapping and Modeling of Brazilian Latosols (Oxisols)

(2016) Sérgio Silva et al.   Remote Sensing

Do more detailed environmental covariates deliver more accurate soil maps?

(2015) A. Samuel-Rosa et al.   GEODERMA

Eighty-metre resolution 3D soil-attribute maps for Tasmania, Australia

(2015) Darren Kidd et al.   Soil Research

The Australian three-dimensional soil grid: Australia’s contribution to the GlobalSoilMap project

(2015) R. A. Viscarra Rossel et al.   Soil Research

National scale 3D modelling of soil organic carbon stocks with uncertainty propagation — An example from Scotland

(2014) Laura Poggio et al.   GEODERMA

Digital Mapping of Soil Organic Carbon Contents and Stocks in Denmark

(2014) Kabindra Adhikari et al.   PLoS One

SoilGrids1km — Global Soil Information Based on Automated Mapping

(2014) Tomislav Hengl 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

High resolution 3D mapping of soil organic carbon in a heterogeneous agricultural landscape

(2013) Marine Lacoste et al.   GEODERMA

The dimensions of soil security

(2013) Alex McBratney et al.   GEODERMA

Three-dimensional mapping of soil organic matter content using soil type–specific depth functions

(2011) B. Kempen et al.   GEODERMA

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

(2009) B.P. Malone 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