Satellite imagery to map topsoil organic carbon content over cultivated areas: an overview

E Vaudour, A Gholizadeh, F Castaldi, M Saberioon… - Remote Sensing, 2022 - mdpi.com
There is a need to update soil maps and monitor soil organic carbon (SOC) in the upper
horizons or plough layer for enabling decision support and land management, while …

Digital map** of soil organic carbon using remote sensing data: A systematic review

N Pouladi, A Gholizadeh, V Khosravi, L Borůvka - Catena, 2023 - Elsevier
Soil organic carbon (SOC) has attracted a lot of attention in the soil science community.
Freely available remote sensing data combined with advanced digital soil map** (DSM) …

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

TT Nguyen, TD Pham, CT Nguyen, J Delfos… - Science of the Total …, 2022 - Elsevier
Monitoring agricultural soil organic carbon (SOC) has played an essential role in
sustainable agricultural management. Precise and robust prediction of SOC greatly …

An advanced soil organic carbon content prediction model via fused temporal-spatial-spectral (TSS) information based on machine learning and deep learning …

X Meng, Y Bao, Y Wang, X Zhang, H Liu - Remote Sensing of Environment, 2022 - Elsevier
Abstract Knowledge of the soil organic carbon (SOC) content is critical for environmental
sustainability and carbon neutrality. With the development of remote sensing data and …

A CNN-LSTM model for soil organic carbon content prediction with long time series of MODIS-based phenological variables

L Zhang, Y Cai, H Huang, A Li, L Yang, C Zhou - Remote sensing, 2022 - mdpi.com
The spatial distribution of soil organic carbon (SOC) serves as critical geographic
information for assessing ecosystem services, climate change mitigation, and optimal …

Accurate prediction of soil heavy metal pollution using an improved machine learning method: a case study in the Pearl River Delta, China

W Zhao, J Ma, Q Liu, L Dou, Y Qu, H Shi… - Environmental …, 2023 - ACS Publications
In traditional soil heavy metal (HM) pollution assessment, spatial interpolation analysis is
often carried out on the limited sampling points in the study area to get the overall status of …

Map** of soil organic matter in a typical black soil area using Landsat-8 synthetic images at different time periods

C Luo, W Zhang, X Zhang, H Liu - Catena, 2023 - Elsevier
Map** of soil organic matter (SOM) in cultivated land is one of the important aspects of
digital soil map**, and its results are of great significance for agricultural precision …

[HTML][HTML] Unveiling the explanatory power of environmental variables in soil organic carbon map**: A global–local analysis framework

Y Wei, Y Chen, J Wang, B Wang, P Yu, Y Hong, L Zhu - Geoderma, 2024 - Elsevier
Soil organic carbon (SOC) is a critical component that affects soil quality and global carbon
cycling. Current SOC map** approaches are based on the spatial stationarity relationship …

Assessing spatial variations in soil organic carbon and C: N ratio in Northeast China's black soil region: Insights from Landsat-9 satellite and crop growth information

J Geng, Q Tan, J Lv, H Fang - Soil and Tillage Research, 2024 - Elsevier
Monitoring soil properties, especially soil organic carbon (SOC) and Carbon-to-Nitrogen (C:
N) ratios, is vital for understanding degradation and develo** black soil conservation …

[HTML][HTML] Effects of farmland landscape pattern on spatial distribution of soil organic carbon in Lower Liaohe Plain of northeastern China

X Liu, S Li, S Wang, Z Bian, W Zhou, C Wang - Ecological Indicators, 2022 - Elsevier
Abstract Knowledge of the factors affecting spatial distribution of farmland soil organic
carbon (SOC) contribute to a better understanding of the impact of human activities on soil …