The validity domain of sensor fusion in sensing soil quality indicators

Ensemble and single algorithm models to handle multicollinearity of UAV vegetation indices for predicting rice biomass

(2023) Radhwane Derraz et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Towards Optimal Variable Selection Methods for Soil Property Prediction Using a Regional Soil Vis-NIR Spectral Library

(2023) Xianglin Zhang et al.   Remote Sensing

Improving model parsimony and accuracy by modified greedy feature selection in digital soil mapping

(2023) Xianglin Zhang et al.   GEODERMA

Integrating additional spectroscopically inferred soil data improves the accuracy of digital soil mapping

(2023) Songchao Chen et al.   GEODERMA

Optimal soil organic matter mapping using an ensemble model incorporating moderate resolution imaging spectroradiometer, portable X-ray fluorescence, and visible near-infrared data

(2023) Yang Yan et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Spectral-guided ensemble modelling for soil spectroscopic prediction

(2023) Songchao Chen et al.   Geoderma

Extraction of reflectance spectra features for estimation of surface, subsurface, and profile soil properties

(2022) Peng Zhou et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

The Brazilian Program of soil analysis via spectroscopy (ProBASE): Combining spectroscopy and wet laboratories to understand new technologies

(2022) Ariane Francine da Silveira Paiva et al.   GEODERMA

Improving pedotransfer functions for predicting soil mineral associated organic carbon by ensemble machine learning

(2022) Yi Xiao et al.   GEODERMA

Bridging the gap between soil spectroscopy and traditional laboratory: Insights for routine implementation

(2022) Raul Roberto Poppiel et al.   GEODERMA

Data mining of urban soil spectral library for estimating organic carbon

(2022) Yongsheng Hong et al.   GEODERMA

Soil order knowledge as a driver in soil properties estimation from Vis-NIR spectral data – Case study from northern Karnataka (India)

(2022) S. Dharumarajan et al.   Geoderma Regional

Multi-Sensor Approach for Tropical Soil Fertility Analysis: Comparison of Individual and Combined Performance of VNIR, XRF, and LIBS Spectroscopies

(2021) Tiago Rodrigues Tavares et al.   Agronomy-Basel

Soil properties: Their prediction and feature extraction from the LUCAS spectral library using deep convolutional neural networks

(2021) Liang Zhong et al.   GEODERMA

Quantification of soil organic carbon at regional scale: Benefits of fusing vis-NIR and MIR diffuse reflectance data are greater for in situ than for laboratory-based modelling approaches

(2021) Michael Vohland et al.   GEODERMA

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

(2021) Songchao Chen et al.   GEODERMA

Retrieving zinc concentrations in topsoil with reflectance spectroscopy at Opencast Coal Mine sites

(2021) Bin Guo et al.   Scientific Reports

Digital mapping of GlobalSoilMap soil properties at a broad scale: A review

(2021) Songchao Chen et al.   GEODERMA

Fusion of visible-to-near-infrared and mid-infrared spectroscopy to estimate soil organic carbon

(2021) Yongsheng Hong et al.   SOIL & TILLAGE RESEARCH

Model averaging for mapping topsoil organic carbon in France

(2020) Songchao Chen et al.   GEODERMA

Rapid Determination of Soil Class Based on Visible-Near Infrared, Mid-Infrared Spectroscopy and Data Fusion

(2020) Hanyi Xu et al.   Remote Sensing

Salt dome related soil salinity in southern Iran: Prediction and mapping with averaging machine learning models

(2020) Fatemeh Abedi et al.   LAND DEGRADATION & DEVELOPMENT

Simultaneous measurement of multiple soil properties through proximal sensor data fusion: A case study

(2019) Wenjun Ji et al.   GEODERMA

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

Near-infrared, mid-infrared or combined diffuse reflectance spectroscopy for assessing soil fertility in rice fields in sub-Saharan Africa

(2019) Jean-Martial Johnson 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

Assessment of important soil properties related to Chinese Soil Taxonomy based on vis–NIR reflectance spectroscopy

(2018) Dongyun Xu et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Multi-sensor fusion for the determination of several soil properties in the Yangtze River Delta, China

(2018) D. Xu et al.   EUROPEAN JOURNAL OF SOIL SCIENCE

Robust soil mapping at the farm scale with vis-NIR spectroscopy

(2018) L. Ramirez-Lopez et al.   EUROPEAN JOURNAL OF SOIL SCIENCE

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

Novel Proximal Sensing for Monitoring Soil Organic C Stocks and Condition

(2017) Raphael A. Viscarra Rossel et al.   ENVIRONMENTAL SCIENCE & TECHNOLOGY

Comparisons of spatial and non-spatial models for predicting soil carbon content based on visible and near-infrared spectral technology

(2017) Long Guo et al.   GEODERMA

Prediction of soil cation exchange capacity using visible and near infrared spectroscopy

(2016) Yahya Ulusoy et al.   BIOSYSTEMS ENGINEERING

A global spectral library to characterize the world's soil

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

Revealing the scale-specific controls of soil organic matter at large scale in Northeast and North China Plain

(2016) Yin Zhou et al.   GEODERMA

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

(2016) Michaël Clairotte 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

Impacts of soil and water pollution on food safety and health risks in China

(2015) Yonglong Lu et al.   ENVIRONMENT INTERNATIONAL

Soil organic carbon and its fractions estimated by visible-near infrared transfer functions

(2015) R. A. Viscarra Rossel et al.   EUROPEAN JOURNAL OF SOIL SCIENCE

Improved estimates of organic carbon using proximally sensed vis-NIR spectra corrected by piecewise direct standardization

(2015) W. Ji et al.   EUROPEAN JOURNAL OF SOIL SCIENCE

Spectral libraries for quantitative analyses of tropical Brazilian soils: Comparing vis–NIR and mid-IR reflectance data

(2015) Fabrício S. Terra et al.   GEODERMA

Potential of integrated field spectroscopy and spatial analysis for enhanced assessment of soil contamination: A prospective review

(2015) A. Horta et al.   GEODERMA

Potential of VIS-NIR-SWIR Spectroscopy from the Chinese Soil Spectral Library for Assessment of Nitrogen Fertilization Rates in the Paddy-Rice Region, China

(2015) Shuo Li et al.   Remote Sensing

Using model averaging to combine soil property rasters from legacy soil maps and from point data

(2014) Brendan P. Malone et al.   GEODERMA

Development of a national VNIR soil-spectral library for soil classification and prediction of organic matter concentrations

(2014) Zhou Shi et al.   Science China-Earth Sciences

The Performance of Visible, Near-, and Mid-Infrared Reflectance Spectroscopy for Prediction of Soil Physical, Chemical, and Biological Properties

(2013) José M. Soriano-Disla et al.   APPLIED SPECTROSCOPY REVIEWS

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 Soil Properties with PLSR and vis-NIR Spectroscopy: Application to Mediterranean Soils from Southern Italy

(2012) Antonio P. Leone et al.   Current Analytical Chemistry

Chromium Contamination Accident in China: Viewing Environment Policy of China

(2011) Yang Gao et al.   ENVIRONMENTAL SCIENCE & TECHNOLOGY

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

(2011) Budiman Minasny et al.   GEODERMA

Using data mining to model and interpret soil diffuse reflectance spectra

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

Review of the most common pre-processing techniques for near-infrared spectra

(2009) Åsmund Rinnan et al.   TRAC-TRENDS IN ANALYTICAL CHEMISTRY

Principal component transform — Outer product analysis in the PCA context

(2008) A.S. Barros et al.   CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS