Evaluating validation strategies on the performance of soil property prediction from regional to continental spectral data

Soil Organic Carbon Prediction by Vis-NIR Spectroscopy: Case Study the Kur-Aras Plain, Azerbaijan

(2020) Ismayilov Amin et al.   COMMUNICATIONS IN SOIL SCIENCE AND PLANT ANALYSIS

Mid‐infrared spectroscopy for prediction of soil health indicators in the United States

(2020) Jonathan Sanderman et al.   SOIL SCIENCE SOCIETY OF AMERICA JOURNAL

Exploring the potential of airborne hyperspectral image for estimating topsoil organic carbon: Effects of fractional-order derivative and optimal band combination algorithm

(2020) Yongsheng Hong et al.   GEODERMA

Evaluation of Machine Learning Approaches to Predict Soil Organic Matter and pH Using vis-NIR Spectra

(2019) Meihua Yang et al.   SENSORS

Sampling Strategies for Soil Property Mapping Using Multispectral Sentinel-2 and Hyperspectral EnMAP Satellite Data

(2019) Fabio Castaldi et al.   Remote Sensing

On-line vis-NIR spectroscopy prediction of soil organic carbon using machine learning

(2019) S. Nawar et al.   SOIL & TILLAGE RESEARCH

The challenge for the soil science community to contribute to the implementation of the UN Sustainable Development Goals

(2019) Johan Bouma et al.   SOIL USE AND MANAGEMENT

Estimating forest soil organic carbon content using vis-NIR spectroscopy: Implications for large-scale soil carbon spectroscopic assessment

(2019) Shangshi Liu et al.   GEODERMA

X-ray fluorescence and visible near infrared sensor fusion for predicting soil chromium content

(2019) Dongyun Xu et al.   GEODERMA

Convolutional neural network for simultaneous prediction of several soil properties using visible/near-infrared, mid-infrared, and their combined spectra

(2019) Wartini Ng et al.   GEODERMA

Cadmium concentration estimation in peri-urban agricultural soils: Using reflectance spectroscopy, soil auxiliary information, or a combination of both?

(2019) Yongsheng Hong et al.   GEODERMA

Predicting the dry bulk density of soils across Denmark: Comparison of single-parameter, multi-parameter, and vis–NIR based models

(2019) Sheela Katuwal et al.   GEODERMA

Monitoring soil organic carbon in alpine soils using in situ vis‐NIR spectroscopy and a multilayer perceptron

(2019) Songchao Chen et al.   LAND DEGRADATION & DEVELOPMENT

Spectroscopic measurements and imaging of soil colour for field scale estimation of soil organic carbon

(2019) Asa Gholizadeh et al.   GEODERMA

Optimal sample selection for measurement of soil organic carbon using on-line vis-NIR spectroscopy

(2018) Said Nawar et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Fine resolution map of top- and subsoil carbon sequestration potential in France

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

Rapid determination of soil classes in soil profiles using vis-NIR spectroscopy and multiple objectives mixed support vector classification

(2018) S. Chen et al.   EUROPEAN JOURNAL OF SOIL SCIENCE

In search of an optimum sampling algorithm for prediction of soil properties from infrared spectra

(2018) Wartini Ng et al.   PeerJ

Spectral fusion by Outer Product Analysis (OPA) to improve predictions of soil organic C

(2018) Fabrício S. Terra et al.   GEODERMA

LUCAS Soil, the largest expandable soil dataset for Europe: a review

(2017) A. Orgiazzi et al.   EUROPEAN JOURNAL OF SOIL SCIENCE

Effect of calibration set size on prediction at local scale of soil carbon by Vis-NIR spectroscopy

(2017) Federica Lucà et al.   GEODERMA

Improvements of the Vis-NIRS Model in the Prediction of Soil Organic Matter Content Using Spectral Pretreatments, Sample Selection, and Wavelength Optimization

(2017) Z. D. Lin et al.   Journal of Applied Spectroscopy

Construction of the Calibration Set through Multivariate Analysis in Visible and Near-Infrared Prediction Model for Estimating Soil Organic Matter

(2017) Xiaomi Wang et al.   Remote Sensing

Potential Model Overfitting in Predicting Soil Carbon Content by Visible and Near-Infrared Spectroscopy

(2017) Lizardo Reyna et al.   Applied Sciences-Basel

A global spectral library to characterize the world's soil

(2016) R.A. Viscarra Rossel et al.   EARTH-SCIENCE REVIEWS

National calibration of soil organic carbon concentration using diffuse infrared reflectance spectroscopy

(2016) Michaël Clairotte et al.   GEODERMA

Moisture insensitive prediction of soil properties from VNIR reflectance spectra based on external parameter orthogonalization

(2016) Nuwan K. Wijewardane et al.   GEODERMA

In Situ Measurements of Organic Carbon in Soil Profiles Using vis-NIR Spectroscopy on the Qinghai–Tibet Plateau

(2015) Shuo Li et al.   ENVIRONMENTAL SCIENCE & TECHNOLOGY

Sampling optimal calibration sets in soil infrared spectroscopy

(2014) Leonardo Ramirez-Lopez et al.   GEODERMA

Determination of soil properties with visible to near- and mid-infrared spectroscopy: Effects of spectral variable selection

(2014) M. Vohland et al.   GEODERMA

The LUCAS topsoil database and derived information on the regional variability of cropland topsoil properties in the European Union

(2013) Gergely Tóth et al.   ENVIRONMENTAL MONITORING AND ASSESSMENT

The spectrum-based learner: A new local approach for modeling soil vis–NIR spectra of complex datasets

(2013) Leonardo Ramirez-Lopez et al.   GEODERMA

Prediction of low heavy metal concentrations in agricultural soils using visible and near-infrared reflectance spectroscopy

(2013) Junjie Wang et al.   GEODERMA

Effect of the number of calibration samples on the prediction of several soil properties at the farm-scale

(2013) Guillaume Debaene et al.   GEODERMA

The dimensions of soil security

(2013) Alex McBratney et al.   GEODERMA

Prediction of Soil Organic Carbon at the European Scale by Visible and Near InfraRed Reflectance Spectroscopy

(2013) Antoine Stevens et al.   PLoS One

Prediction of soil organic carbon content by diffuse reflectance spectroscopy using a local partial least square regression approach

(2013) Marco Nocita et al.   SOIL BIOLOGY & BIOCHEMISTRY

A high resolution map of French soil organic carbon

(2012) Jeroen Meersmans et al.   Agronomy for Sustainable Development

Influence of the number of samples on prediction error of visible and near infrared spectroscopy of selected soil properties at the farm scale

(2012) B. Kuang et al.   EUROPEAN JOURNAL OF SOIL SCIENCE

Prediction of soil organic carbon for different levels of soil moisture using Vis-NIR spectroscopy

(2012) Marco Nocita et al.   GEODERMA

Calibration of visible and near infrared spectroscopy for soil analysis at the field scale on three European farms

(2011) B. Kuang et al.   EUROPEAN JOURNAL OF SOIL SCIENCE

Removing the effect of soil moisture from NIR diffuse reflectance spectra for the prediction of soil organic carbon

(2011) Budiman Minasny et al.   GEODERMA

Comparing different multivariate calibration methods for the determination of soil organic carbon pools with visible to near infrared spectroscopy

(2011) Michael Vohland et al.   GEODERMA

Optical sensing and chemometric analysis of soil organic carbon - a cost effective alternative to conventional laboratory methods?

(2011) S. M. O’ Rourke et al.   SOIL USE AND MANAGEMENT

Comparison among principal component, partial least squares and back propagation neural network analyses for accuracy of measurement of selected soil properties with visible and near infrared spectroscopy

(2010) A.M. Mouazen et al.   GEODERMA

Using data mining to model and interpret soil diffuse reflectance spectra

(2010) R.A. Viscarra Rossel et al.   GEODERMA

Global pedodiversity, taxonomic distance, and the World Reference Base

(2009) Budiman Minasny et al.   GEODERMA

Digital Soil Map of the World

(2009) P. A. Sanchez et al.   SCIENCE

Determination of soil properties using Fourier transform mid-infrared photoacoustic spectroscopy

(2008) Changwen Du et al.   VIBRATIONAL SPECTROSCOPY