A novel intelligence approach based active and ensemble learning for agricultural soil organic carbon prediction using multispectral and SAR data fusion

Extreme gradient boosting (Xgboost) model to predict the groundwater levels in Selangor Malaysia

(2021) Ahmedbahaaaldin Ibrahem Ahmed Osman et al.   Ain Shams Engineering Journal

The use of radar and optical satellite imagery combined with advanced machine learning and metaheuristic optimization techniques to detect and quantify above ground biomass of intertidal seagrass in a New Zealand estuary

(2021) Nam Thang Ha et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Mapping soil organic carbon stock by hyperspectral and time-series multispectral remote sensing images in low-relief agricultural areas

(2021) Long Guo et al.   GEODERMA

Learning from multimodal and multisensor earth observation dataset for improving estimates of mangrove soil organic carbon in Vietnam

(2021) Nga Nhu Le et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Mapping soil organic carbon stocks and trends with satellite-driven high resolution maps over South Africa

(2021) Zander S. Venter et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Exploring influence factors in mapping soil organic carbon on low-relief agricultural lands using time series of remote sensing data

(2021) Long Guo et al.   SOIL & TILLAGE RESEARCH

Soil organic carbon prediction using phenological parameters and remote sensing variables generated from Sentinel-2 images

(2021) Xianglin He et al.   CATENA

Projecting the urbanization effect on soil organic carbon stocks in polar and steppe areas of European Russia by remote sensing

(2021) Y.A. Dvornikov et al.   GEODERMA

The advantages of the Matthews correlation coefficient (MCC) over F1 score and accuracy in binary classification evaluation

(2020) Davide Chicco et al.   BMC GENOMICS

Mapping soil organic carbon and clay using remote sensing to predict soil workability for enhanced climate change adaptation

(2020) S.S. Paul et al.   GEODERMA

Mapping soil organic carbon content using multi-source remote sensing variables in the Heihe River Basin in China

(2020) Tao Zhou et al.   ECOLOGICAL INDICATORS

High-resolution digital mapping of soil organic carbon and soil total nitrogen using DEM derivatives, Sentinel-1 and Sentinel-2 data based on machine learning algorithms

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

Improvement of Mangrove Soil Carbon Stocks Estimation in North Vietnam Using Sentinel-2 Data and Machine Learning Approach

(2020) Tien Dat Pham et al.   GIScience & Remote Sensing

Remote Sensing Techniques for Soil Organic Carbon Estimation: A Review

(2019) Theodora Angelopoulou et al.   Remote Sensing

Multi-Crop Green LAI Estimation with a New Simple Sentinel-2 LAI Index (SeLI)

(2019) Nieves Pasqualotto et al.   SENSORS

Sentinel-2 image capacities to predict common topsoil properties of temperate and Mediterranean agroecosystems

(2019) E. Vaudour et al.   REMOTE SENSING OF ENVIRONMENT

Exploring the driving forces and digital mapping of soil organic carbon using remote sensing and soil texture

(2019) Nikou Hamzehpour et al.   CATENA

Modelling of soil organic carbon and bulk density in invaded coastal wetlands using Sentinel-1 imagery

(2019) Ren-Min Yang et al.   International Journal of Applied Earth Observation and Geoinformation

Soil organic carbon and texture retrieving and mapping using proximal, airborne and Sentinel-2 spectral imaging

(2018) Asa Gholizadeh et al.   REMOTE SENSING OF ENVIRONMENT

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

Quantification of Soil Properties with Hyperspectral Data: Selecting Spectral Variables with Different Methods to Improve Accuracies and Analyze Prediction Mechanisms

(2017) Michael Vohland et al.   Remote Sensing

High Resolution Mapping of Soil Properties Using Remote Sensing Variables in South-Western Burkina Faso: A Comparison of Machine Learning and Multiple Linear Regression Models

(2017) Gerald Forkuor et al.   PLoS One

Spatial variability of soil organic matter using remote sensing data

(2016) S. Mirzaee et al.   CATENA

UAS-based soil carbon mapping using VIS-NIR (480–1000nm) multi-spectral imaging: Potential and limitations

(2016) Emilien Aldana-Jague et al.   GEODERMA

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

Estimating the economic value of soil organic carbon for grains cropping systems in Western Australia

(2016) E. H. Petersen et al.   Soil Research

Evaluating the capabilities of Sentinel-2 for quantitative estimation of biophysical variables in vegetation

(2013) William James Frampton et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

On the use of remote sensing techniques for monitoring spatio-temporal soil organic carbon dynamics in agricultural systems

(2012) H. Croft et al.   CATENA

A Survey of Active Learning Algorithms for Supervised Remote Sensing Image Classification

(2011) Devis Tuia et al.   IEEE Journal of Selected Topics in Signal Processing

Multisensor data fusion: A review of the state-of-the-art

(2011) Bahador Khaleghi et al.   Information Fusion

Evaluation of Sentinel-2 Red-Edge Bands for Empirical Estimation of Green LAI and Chlorophyll Content

(2011) Jesús Delegido et al.   SENSORS

Exploring the impact of R&D and climate change on agricultural productivity growth: the case of Western Australia*

(2010) Ruhul A. Salim et al.   AUSTRALIAN JOURNAL OF AGRICULTURAL AND RESOURCE ECONOMICS

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

(2010) Antoine Stevens et al.   GEODERMA

Soil organic carbon and total nitrogen as affected by vegetation types in Northern Loess Plateau of China

(2010) Xiaoli Fu 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

Carbon sequestration

(2007) R. Lal   PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY B-BIOLOGICAL SCIENCES