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 …
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
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 …
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
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 …
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
Using machine learning and earth observation data to capture real-world variability in
spatial predictive mapping depends on sample size, design, and spatial extent …
spatial predictive mapping depends on sample size, design, and spatial extent …
[HTML][HTML] Applications and challenges of digital soil mapping in Africa
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 …
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 …
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
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 …
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 …
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 …
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 …
indicator of soil quality and capacity to support ecosystem functions. The impacts of various …