[HTML][HTML] Soil Science-Informed Machine Learning

B Minasny, T Bandai, TA Ghezzehei, YC Huang, Y Ma… - Geoderma, 2024 - Elsevier
Abstract Machine learning (ML) applications in soil science have significantly increased over
the past two decades, reflecting a growing trend towards data-driven research addressing …

Insights into micro-and nano-zero valent iron materials: synthesis methods and multifaceted applications

M Namakka, MR Rahman, KABM Said, A Muhammad - RSC advances, 2024 - pubs.rsc.org
The growing threat of environmental pollution to global environmental health necessitates a
focus on the search for sustainable wastewater remediation materials coupled with …

Map** global distributions of clay-size minerals via soil properties and machine learning techniques

Q Liao, H Gu, C Qi, J Chao, W Zuo, J Liu, C Tian… - Science of The Total …, 2024 - Elsevier
Clay-size mineral is a vital ingredient of soil that influences various environment behaviors. It
is crucial to establish a global distribution map of clay-size minerals to improve the …

[HTML][HTML] Fine-resolution map** of cropland topsoil pH of Southern China and its environmental application

B Hu, M **
M Yang, S Chen, X Guo, Z Shi, X Zhao - Remote Sensing, 2023 - mdpi.com
Robust soil organic matter (SOM) map** is required by farms, but their generation
requires a large number of samples to be chemically analyzed, which is cost prohibitive …

Space-time map** of soil organic carbon through remote sensing and machine learning

B dos Anjos Bartsch, NA Rosin, JTF Rosas… - Soil and Tillage …, 2025 - Elsevier
Pedosphere is the largest terrestrial carbon reservoir. Soil organic carbon (SOC) is a critical
attribute for soil quality and crop productivity, being directly linked to climate change …

Vital for Sustainable Agriculture: Pedological Knowledge and Map**

JAM Demattê, B Minasny… - European Journal of Soil …, 2025 - Wiley Online Library
Over the past 60 years, efforts to enhance agricultural productivity have mainly focussed on
optimising strategies such as the use of inorganic fertilisers, advancements in microbiology …

[HTML][HTML] Minimizing vegetation influence on soil salinity map** with novel bare soil pixels from multi-temporal images

D Wang, H Yang, H Qian, L Gao, C Li, J **. However, map** topsoil salinization based on spectral reflectance is always …

Application of mid-infrared (MIR) spectroscopy to identify and quantify minerals in New Zealand soils

Y Ma, B Minasny, P Roudier, BKG Theng, S Carrick - Catena, 2024 - Elsevier
The analysis and characterization of soil minerals rely on the availability and capability of
experts, therefore greatly influencing the efficiency and accuracy of mineral analysis. Mid …