Peatlands spectral data influence in global spectral modelling of soil organic carbon and total nitrogen using visible-near-infrared spectroscopy

Soil organic carbon estimation using VNIR–SWIR spectroscopy: The effect of multiple sensors and scanning conditions

(2021) Asa Gholizadeh et al.   SOIL & TILLAGE RESEARCH

Mapping co-benefits for carbon storage and biodiversity to inform conservation policy and action

(2020) C. Soto-Navarro et al.   PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY B-BIOLOGICAL SCIENCES

From Laboratory to Proximal Sensing Spectroscopy for Soil Organic Carbon Estimation—A Review

(2020) Theodora Angelopoulou et al.   Sustainability

Transfer learning to localise a continental soil vis-NIR calibration model

(2019) J. Padarian et al.   GEODERMA

A memory-based learning approach utilizing combined spectral sources and geographical proximity for improved VIS-NIR-SWIR soil properties estimation

(2019) Nikolaos Tziolas et al.   GEODERMA

Importance of spatial predictor variable selection in machine learning applications – Moving from data reproduction to spatial prediction

(2019) Hanna Meyer et al.   ECOLOGICAL MODELLING

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

Strategies for the efficient estimation of soil organic carbon at the field scale with vis-NIR spectroscopy: Spectral libraries and spiking vs. local calibrations

(2019) Michael Seidel et al.   GEODERMA

The Brazilian Soil Spectral Library (BSSL): A general view, application and challenges

(2019) José A.M. Demattê et al.   GEODERMA

A comparative study between a new method and other machine learning algorithms for soil organic carbon and total nitrogen prediction using near infrared spectroscopy

(2019) Rabie Reda et al.   CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS

Vis-NIR spectroscopic assessment of soil aggregate stability and aggregate size distribution in the Belgian Loam Belt

(2019) Pu Shi et al.   GEODERMA

High resolution measurement of soil organic carbon and total nitrogen with laboratory imaging spectroscopy

(2018) P.T. Sorenson et al.   GEODERMA

Prediction of soil parameters using the spectral range between 350 and 15,000 nm: A case study based on the Permanent Soil Monitoring Program in Saxony, Germany

(2018) Frank Riedel et al.   GEODERMA

A near infrared index to assess effects of soil texture and organic carbon content on soil water content

(2018) I. Soltani et al.   EUROPEAN JOURNAL OF SOIL SCIENCE

Random forest as a generic framework for predictive modeling of spatial and spatio-temporal variables

(2018) Tomislav Hengl et al.   PeerJ

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

(2018) Wartini Ng et al.   PeerJ

Soil analytical quality control by traditional and spectroscopy techniques: Constructing the future of a hybrid laboratory for low environmental impact

(2018) José Alexandre M. Demattê et al.   GEODERMA

Performance comparison between a miniaturized and a conventional near infrared reflectance (NIR) spectrometer for characterizing soil carbon and nitrogen

(2018) Bernard G. Barthès et al.   GEODERMA

Influence of soil sample preparation on the quantification of NPK content via spectroscopy

(2018) Marcos A.N. Coutinho et al.   GEODERMA

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

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

Hyperspectral Imaging Analysis for the Classification of Soil Types and the Determination of Soil Total Nitrogen

(2017) Shengyao Jia et al.   SENSORS

Machine learning based prediction of soil total nitrogen, organic carbon and moisture content by using VIS-NIR spectroscopy

(2016) Antonios Morellos et al.   BIOSYSTEMS ENGINEERING

A global spectral library to characterize the world's soil

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

High emissions of greenhouse gases from grasslands on peat and other organic soils

(2016) Bärbel Tiemeyer et al.   GLOBAL CHANGE BIOLOGY

Spatial Modeling of Organic Carbon in Degraded Peatland Soils of Northeast Germany

(2015) Sylvia Koszinski et al.   SOIL SCIENCE SOCIETY OF AMERICA JOURNAL

Building Predictive Models inRUsing thecaretPackage

(2015) Max Kuhn   Journal of Statistical Software

Visible, Near-Infrared, and Mid-Infrared Spectroscopy Applications for Soil Assessment with Emphasis on Soil Organic Matter Content and Quality: State-of-the-Art and Key Issues

(2013) Asa Gholizadeh et al.   APPLIED SPECTROSCOPY

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

Spatial Scaling for Digital Soil Mapping

(2013) Brendan P. Malone et al.   SOIL SCIENCE SOCIETY OF AMERICA JOURNAL

Using data mining to model and interpret soil diffuse reflectance spectra

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

Critical review of chemometric indicators commonly used for assessing the quality of the prediction of soil attributes by NIR spectroscopy

(2010) Véronique Bellon-Maurel et al.   TRAC-TRENDS IN ANALYTICAL CHEMISTRY

Regression rules as a tool for predicting soil properties from infrared reflectance spectroscopy

(2008) Budiman Minasny et al.   CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS