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 …

Spatial prediction of soil aggregate stability and soil organic carbon in aggregate fractions using machine learning algorithms and environmental variables

M Zeraatpisheh, S Ayoubi, Z Mirbagheri… - Geoderma …, 2021 - Elsevier
Abstract Knowledge about the spatial variability of soil aggregate stability indices, soil
organic carbon (SOC) in various aggregate sizes, and aggregation across the landscape is …

[HTML][HTML] Advancements and Perspective in the Quantitative Assessment of Soil Salinity Utilizing Remote Sensing and Machine Learning Algorithms: A Review

F Wang, L Han, L Liu, C Bai, J Ao, H Hu, R Li, X Li… - Remote Sensing, 2024 - mdpi.com
Soil salinization is a significant global ecological issue that leads to soil degradation and is
recognized as one of the primary factors hindering the sustainable development of irrigated …

Incorporating machine learning models and remote sensing to assess the spatial distribution of saturated hydraulic conductivity in a light-textured soil

M Rezaei, SR Mousavi, A Rahmani… - … and Electronics in …, 2023 - Elsevier
Saturated soil hydraulic conductivity (K sat) is a key component in hydrogeology and water
management. This study aimed at evaluating popular tree-based machine learning …

Spectral prediction of soil salinity and alkalinity indicators using visible, near-, and mid-infrared spectroscopy

L Lotfollahi, MA Delavar, A Biswas, S Fatehi… - Journal of …, 2023 - Elsevier
Drought and the impacts of climate change have led to an escalation in soil salinity and
alkalinity across various regions worldwide, including Iran. The Chahardowli Plain in …

Spatiotemporal variations of soil salinization in China's West Songnen Plain

H Yu, Z Wang, D Mao, M Jia… - Land Degradation & …, 2023 - Wiley Online Library
Preventing soil salinization and improving soil productivity play vital roles in achieving the
Sustainable Development Goals (SDGs), the premise of which is understanding the …

A longitudinal analysis of soil salinity changes using remotely sensed imageries

S Bandak, SA Movahedi-Naeini, S Mehri, A Lotfata - Scientific Reports, 2024 - nature.com
Soil salinization threatens agricultural productivity, leading to desertification and land
degradation. Given the challenges of conducting labor-intensive and expensive field studies …

A framework for determining the total salt content of soil profiles using time-series Sentinel-2 images and a random forest-temporal convolution network

N Wang, J Peng, J Xue, X Zhang, J Huang, A Biswas… - Geoderma, 2022 - Elsevier
Soil salinization causes a deterioration in soil health and threatens crop growth. Rapid
identification of salinization in farmlands is of great significance to improve soil functions and …

[HTML][HTML] Assessment of soil salinity using explainable machine learning methods and Landsat 8 images

S Aksoy, E Sertel, R Roscher, A Tanik… - International Journal of …, 2024 - Elsevier
The aim of this study is to comparatively analyze the performance of machine learning (ML)
algorithms for modeling soil salinity using field-based electrical conductivity (EC) data and …