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

S Chen, D Arrouays, VL Mulder, L Poggio, B Minasny… - Geoderma, 2022 - Elsevier
Soils are essential for supporting food production and providing ecosystem services but are
under pressure due to population growth, higher food demand, and land use competition …

[HTML][HTML] Soil carbon 4 per mille

B Minasny, BP Malone, AB McBratney, DA Angers… - Geoderma, 2017 - Elsevier
The '4 per mille Soils for Food Security and Climate'was launched at the COP21 with an
aspiration to increase global soil organic matter stocks by 4 per 1000 (or 0.4%) per year as a …

[HTML][HTML] Map** high resolution national soil information grids of China

F Liu, H Wu, Y Zhao, D Li, JL Yang, X Song, Z Shi… - Science Bulletin, 2022 - Elsevier
Soil spatial information has traditionally been presented as polygon maps at coarse scales.
Solving global and local issues, including food security, water regulation, land degradation …

[HTML][HTML] SoilGrids 2.0: producing soil information for the globe with quantified spatial uncertainty

L Poggio, LM De Sousa, NH Batjes, GBM Heuvelink… - Soil, 2021 - soil.copernicus.org
SoilGrids produces maps of soil properties for the entire globe at medium spatial resolution
(250 m cell size) using state-of-the-art machine learning methods to generate the necessary …

Expanding agroforestry can increase nitrate retention and mitigate the global impact of a leaky nitrogen cycle in croplands

AS Elrys, Y Uwiragiye, Y Zhang, MK Abdel-Fattah… - Nature Food, 2023 - nature.com
The internal soil nitrogen (N) cycle supplies N to plants and microorganisms but may induce
N pollution in the environment. Understanding the variability of gross N cycling rates …

[HTML][HTML] Machine learning and soil sciences: A review aided by machine learning tools

J Padarian, B Minasny, AB McBratney - Soil, 2020 - soil.copernicus.org
The application of machine learning (ML) techniques in various fields of science has
increased rapidly, especially in the last 10 years. The increasing availability of soil data that …

Modelling and map** soil organic carbon stocks in Brazil

LC Gomes, RM Faria, E de Souza, GV Veloso… - Geoderma, 2019 - Elsevier
Brazil has extensive forests and savannas on deep weathered soils and plays a key role in
the discussions about carbon sequestration, but the distribution of soil organic carbon (SOC) …

SoilGrids250m: Global gridded soil information based on machine learning

T Hengl, J Mendes de Jesus, GBM Heuvelink… - PLoS one, 2017 - journals.plos.org
This paper describes the technical development and accuracy assessment of the most
recent and improved version of the SoilGrids system at 250m resolution (June 2016 update) …

Increasing soil carbon storage: mechanisms, effects of agricultural practices and proxies. A review

MF Dignac, D Derrien, P Barré, S Barot… - Agronomy for …, 2017 - Springer
The international 4 per 1000 initiative aims at supporting states and non-governmental
stakeholders in their efforts towards a better management of soil carbon (C) stocks. These …

Pedotransfer functions in Earth system science: Challenges and perspectives

K Van Looy, J Bouma, M Herbst, J Koestel… - Reviews of …, 2017 - Wiley Online Library
Soil, through its various functions, plays a vital role in the Earth's ecosystems and provides
multiple ecosystem services to humanity. Pedotransfer functions (PTFs) are simple to …