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 …

Modelling and mapping of soil erosion susceptibility using machine learning in a tropical hot sub-humid environment

R Bag, I Mondal, M Dehbozorgi, SP Bank… - Journal of Cleaner …, 2022 - Elsevier
Sobha watershed, located in the Puruliya district of West Bengal, India, is experiencing
severe soil erosion due to specific geo-environmental settings and unscientific land …

Comparing pan-sharpened Landsat-9 and Sentinel-2 for land-use classification using machine learning classifiers

Y Bouslihim, MH Kharrou, A Miftah, T Attou… - … of Geovisualization and …, 2022 - Springer
This paper evaluates the ability of two machine learning algorithms, Random Forest (RF)
and Support Vector Machine (SVM), to generate land-use maps using the recently launched …

Predictive performance of machine learning model with varying sampling designs, sample sizes, and spatial extents

A Bouasria, Y Bouslihim, S Gupta… - Ecological …, 2023 - Elsevier
Using machine learning and earth observation data to capture real-world variability in
spatial predictive mapping depends on sample size, design, and spatial extent …

[HTML][HTML] Applications and challenges of digital soil mapping in Africa

AM Nenkam, AMJC Wadoux, B Minasny, FBT Silatsa… - Geoderma, 2024 - Elsevier
The mapping of soils in Africa is at least a century old. We currently have access to various
maps depicting mapping units locally and for the continent. In the past two decades, there …

[HTML][HTML] Responses of soil aggregate stability and soil erosion resistance to different bedrock strata dip and land use types in the karst trough valley of Southwest …

F Gan, H Shi, J Gou, L Zhang, Q Dai, Y Yan - International Soil and Water …, 2024 - Elsevier
Soil aggregate stability is an important index that reflects soil quality and anti-erosion ability
and strongly affects soil processes and functions. Bedrock strata dips (dip and anti-dip …

The effect of covariates on Soil Organic Matter and pH variability: A digital soil mapping approach using random forest model

Y Bouslihim, K John, A Miftah, R Azmi, R Aboutayeb… - Annals of …, 2024 - Taylor & Francis
This research focuses on understanding the spatial variation of Soil Organic Matter (SOM)
and pH levels in the North of Morocco. The study employs a comprehensive approach to …

The effect of erosional transformation of soil cover on the stability of soil aggregates within young hummocky moraine landscapes in Northern Poland

H Radziuk, M Świtoniak - Agronomy, 2022 - mdpi.com
Aggregate stability is a crucial factor in predicting the development of the erosion process,
and it is particularly important in landscapes with high heterogeneity of soil cover, such as …

Geospatial and temporal assessment of the variability of soil organic matter and electrical conductivity in irrigated semi-arid area

Z Tibhirine, K Ibno Namr, A Bouasria… - Geology, Ecology …, 2023 - Taylor & Francis
ABSTRACT A good understanding of the dynamics of soil organic matter and electrical
conductivity, in space and time dimension, is crucial for better agricultural and environmental …

[HTML][HTML] Conversion of pure Chinese fir plantation to multi-layered mixed plantation enhances the soil aggregate stability by regulating microbial communities in …

G Gao, X Huang, H Xu, Y Wang, W Shen, W Zhang… - Forest Ecosystems, 2022 - Elsevier
Background Soil aggregates are the basic units of soil structure, and their stability is a key
indicator of soil quality and capacity to support ecosystem functions. The impacts of various …