Recent progress and future prospect of digital soil map**: A review

GL Zhang, LIU Feng, XD Song - Journal of integrative agriculture, 2017 - Elsevier
To deal with the global and regional issues including food security, climate change, land
degradation, biodiversity loss, water resource management, and ecosystem health, detailed …

A map of the topsoil organic carbon content of Europe generated by a generalized additive model

D de Brogniez, C Ballabio, A Stevens… - European Journal of …, 2015 - Wiley Online Library
There is an increasing demand for up‐to‐date soil organic carbon (OC) data for global
environmental and climatic modelling. The aim of this study was to create a map of topsoil …

A comparative assessment of support vector regression, artificial neural networks, and random forests for predicting and map** soil organic carbon stocks across an …

K Were, DT Bui, ØB Dick, BR Singh - Ecological Indicators, 2015 - Elsevier
Soil organic carbon (SOC) is a key indicator of ecosystem health, with a great potential to
affect climate change. This study aimed to develop, evaluate, and compare the performance …

Climate warming over the past half century has led to thermal degradation of permafrost on the Qinghai–Tibet Plateau

Y Ran, X Li, G Cheng - The Cryosphere, 2018 - tc.copernicus.org
Air temperature increases thermally degrade permafrost, which has widespread impacts on
engineering design, resource development, and environmental protection in cold regions …

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

L Guo, X Sun, P Fu, T Shi, L Dang, Y Chen… - Geoderma, 2021 - Elsevier
High-precision digital soil organic carbon (SOC) stocks map** is very important for
agricultural production management and global carbon cycle. The spatial heterogeneity of …

Spatial prediction of soil organic carbon using machine learning techniques in western Iran

H Mahmoudzadeh, HR Matinfar… - Geoderma …, 2020 - Elsevier
Estimation of soil organic carbon (SOC) is very useful for accurate monitoring of carbon
sequestration. However, there are still significant gaps in the knowledge of SOC reserves in …

Digital map** of soil organic matter for rubber plantation at regional scale: An application of random forest plus residuals kriging approach

PT Guo, MF Li, W Luo, QF Tang, ZW Liu, ZM Lin - Geoderma, 2015 - Elsevier
Soil organic matter (SOM) plays an important role in soil fertility and C cycle. Detailed
information about the spatial distribution of SOM is vital to effective management of soil …

Regression kriging as a workhorse in the digital soil mapper's toolbox

H Keskin, S Grunwald - Geoderma, 2018 - Elsevier
Appropriate scale, justifiably reliable, categorical and continuous spatial soil information is
urgently needed to address environmental problems and ensure sustainability of ecosystem …

Estimating soil organic carbon stocks using different modelling techniques in the semi-arid rangelands of eastern Australia

B Wang, C Waters, S Orgill, A Cowie, A Clark… - Ecological …, 2018 - Elsevier
Soil organic carbon (SOC) is pivotal for biological, chemical and physical processes and
provides vital information on changes in soil fertility and land degradation. Rangelands …

Estimation of forest above-ground biomass by geographically weighted regression and machine learning with sentinel imagery

L Chen, C Ren, B Zhang, Z Wang, Y ** - Forests, 2018 - mdpi.com
Accurate forest above-ground biomass (AGB) is crucial for sustaining forest management
and mitigating climate change to support REDD+ (reducing emissions from deforestation …