Using soil library hyperspectral reflectance and machine learning to predict soil organic carbon: Assessing potential of airborne and spaceborne optical soil sensing

How to estimate soil organic carbon stocks of agricultural fields? Perspectives using ex-ante evaluation

(2022) Eric Potash et al.   GEODERMA

Soil organic carbon fractions in the Great Plains of the United States: an application of mid-infrared spectroscopy

(2021) Jonathan Sanderman et al.   Biogeochemistry

The extent of soil loss across the US Corn Belt

(2021) Evan A. Thaler et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Field spectroscopy of canopy nitrogen concentration in temperate grasslands using a convolutional neural network

(2021) R.R. Pullanagari et al.   REMOTE SENSING OF ENVIRONMENT

NASA's surface biology and geology designated observable: A perspective on surface imaging algorithms

(2021) Kerry Cawse-Nicholson et al.   REMOTE SENSING OF ENVIRONMENT

Quantifying carbon budget, crop yields and their responses to environmental variability using the ecosys model for U.S. Midwestern agroecosystems

(2021) Wang Zhou et al.   AGRICULTURAL AND FOREST METEOROLOGY

Predicting subsurface thermohaline structure from remote sensing data based on long short-term memory neural networks

(2021) Hua Su et al.   REMOTE SENSING OF ENVIRONMENT

Bare Earth’s Surface Spectra as a Proxy for Soil Resource Monitoring

(2020) José A. M. Demattê et al.   Scientific Reports

An integrated methodology using open soil spectral libraries and Earth Observation data for soil organic carbon estimations in support of soil-related SDGs

(2020) Nikolaos Tziolas et al.   REMOTE SENSING OF ENVIRONMENT

The SPART model: A soil-plant-atmosphere radiative transfer model for satellite measurements in the solar spectrum

(2020) Peiqi Yang et al.   REMOTE SENSING OF ENVIRONMENT

STAIR 2.0: A Generic and Automatic Algorithm to Fuse Modis, Landsat, and Sentinel-2 to Generate 10 m, Daily, and Cloud-/Gap-Free Surface Reflectance Product

(2020) Yunan Luo et al.   Remote Sensing

Soil variability and quantification based on Sentinel-2 and Landsat-8 bare soil images: A comparison

(2020) Nélida Elizabet Quiñonez Silvero et al.   REMOTE SENSING OF ENVIRONMENT

Is Standardization Necessary for Sharing of a Large Mid-Infrared Soil Spectral Library?

(2020) Shree R. S. Dangal et al.   SENSORS

Prediction of soil organic carbon and the C:N ratio on a national scale using machine learning and satellite data: A comparison between Sentinel-2, Sentinel-3 and Landsat-8 images

(2020) Tao Zhou et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Remote Sensing Techniques for Soil Organic Carbon Estimation: A Review

(2019) Theodora Angelopoulou et al.   Remote Sensing

Imaging Spectroscopy for Soil Mapping and Monitoring

(2019) S. Chabrillat et al.   SURVEYS IN GEOPHYSICS

Deep learning and process understanding for data-driven Earth system science

(2019) Markus Reichstein et al.   NATURE

Soil Organic Carbon Mapping Using LUCAS Topsoil Database and Sentinel-2 Data: An Approach to Reduce Soil Moisture and Crop Residue Effects

(2019) Fabio Castaldi et al.   Remote Sensing

A remote sensing adapted approach for soil organic carbon prediction based on the spectrally clustered LUCAS soil database

(2019) Kathrin J. Ward et al.   GEODERMA

GSV: a general model for hyperspectral soil reflectance simulation

(2019) Chongya Jiang et al.   International Journal of Applied Earth Observation and Geoinformation

Short and mid-term sea surface temperature prediction using time-series satellite data and LSTM-AdaBoost combination approach

(2019) Changjiang Xiao et al.   REMOTE SENSING OF ENVIRONMENT

A systematic study on the application of scatter-corrective and spectral-derivative preprocessing for multivariate prediction of soil organic carbon by Vis-NIR spectra

(2018) Andre Carnieletto Dotto et al.   GEODERMA

Geospatial Soil Sensing System (GEOS3): A powerful data mining procedure to retrieve soil spectral reflectance from satellite images

(2018) José Alexandre Melo Demattê et al.   REMOTE SENSING OF ENVIRONMENT

Hyperspectral radiative transfer modeling to explore the combined retrieval of biophysical parameters and canopy fluorescence from FLEX – Sentinel-3 tandem mission multi-sensor data

(2018) Wouter Verhoef et al.   REMOTE SENSING OF ENVIRONMENT

Building an exposed soil composite processor (SCMaP) for mapping spatial and temporal characteristics of soils with Landsat imagery (1984–2014)

(2018) Derek Rogge et al.   REMOTE SENSING OF ENVIRONMENT

Predicting Physical and Chemical Properties of US Soils with a Mid-Infrared Reflectance Spectral Library

(2018) Nuwan K. Wijewardane et al.   SOIL SCIENCE SOCIETY OF AMERICA JOURNAL

Soil organic carbon storage as a key function of soils - A review of drivers and indicators at various scales

(2018) Martin Wiesmeier et al.   GEODERMA

Evaluating the capability of the Sentinel 2 data for soil organic carbon prediction in croplands

(2018) Fabio Castaldi et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

rs-local data-mines information from spectral libraries to improve local calibrations

(2017) C. R. Lobsey et al.   EUROPEAN JOURNAL OF SOIL SCIENCE

PROSPECT-D: Towards modeling leaf optical properties through a complete lifecycle

(2017) J.-B. Féret et al.   REMOTE SENSING OF ENVIRONMENT

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

(2016) Nuwan K. Wijewardane et al.   GEODERMA

Random forest in remote sensing: A review of applications and future directions

(2016) Mariana Belgiu et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Evaluation of the potential of the current and forthcoming multispectral and hyperspectral imagers to estimate soil texture and organic carbon

(2016) Fabio Castaldi et al.   REMOTE SENSING OF ENVIRONMENT

Prediction of Soil Carbon in the Conterminous United States: Visible and Near Infrared Reflectance Spectroscopy Analysis of the Rapid Carbon Assessment Project

(2016) Nuwan K. Wijewardane et al.   SOIL SCIENCE SOCIETY OF AMERICA JOURNAL

Soil health and carbon management

(2016) Rattan Lal   Food and Energy Security

Climate change and the permafrost carbon feedback

(2015) E. A. G. Schuur et al.   NATURE

Assessment of soil organic carbon at local scale with spiked NIR calibrations: effects of selection and extra-weighting on the spiking subset

(2014) C. Guerrero et al.   EUROPEAN JOURNAL OF SOIL SCIENCE

VisNIR spectra of dried ground soils predict properties of soils scanned moist and intact

(2014) Yufeng Ge et al.   GEODERMA

The effect of splitting on random forests

(2014) Hemant Ishwaran   MACHINE LEARNING

Inconsistencies in Terminology and Definitions of Organic Soil Materials

(2014) Mark H. Stolt et al.   SOIL SCIENCE SOCIETY OF AMERICA JOURNAL

Global soil carbon: understanding and managing the largest terrestrial carbon pool

(2014) Jörn PW Scharlemann et al.   Carbon Management

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

EUSBoost: Enhancing ensembles for highly imbalanced data-sets by evolutionary undersampling

(2013) Mikel Galar et al.   PATTERN RECOGNITION

Airborne hyperspectral imaging of spatial soil organic carbon heterogeneity at the field-scale

(2012) Christine Hbirkou et al.   GEODERMA

Simulation of Sentinel-3 images by four-stream surface–atmosphere radiative transfer modeling in the optical and thermal domains

(2012) Wout Verhoef et al.   REMOTE SENSING OF ENVIRONMENT

Comparison of soil reflectance spectra and calibration models obtained using multiple spectrometers

(2011) Yufeng Ge et al.   GEODERMA

Permutation importance: a corrected feature importance measure

(2010) André Altmann et al.   BIOINFORMATICS

Measuring soil organic carbon in croplands at regional scale using airborne imaging spectroscopy

(2010) Antoine Stevens et al.   GEODERMA

Simulation of Optical Remote-Sensing Scenes With Application to the EnMAP Hyperspectral Mission

(2009) L. Guanter et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Using Imaging Spectroscopy to study soil properties

(2009) E. Ben-Dor et al.   REMOTE SENSING OF ENVIRONMENT

Harmonized soil profile data for applications at global and continental scales: updates to the WISE database

(2009) N. H. Batjes   SOIL USE AND MANAGEMENT

Spectral reflectance based indices for soil organic carbon quantification

(2008) H.M. Bartholomeus et al.   GEODERMA

Soil organic carbon prediction by hyperspectral remote sensing and field vis-NIR spectroscopy: An Australian case study

(2008) Cécile Gomez et al.   GEODERMA

Mitigating the effects of soil and residue water contents on remotely sensed estimates of crop residue cover

(2007) C DAUGHTRY et al.   REMOTE SENSING OF ENVIRONMENT