Mapping soil slaking index and assessing the impact of management in a mixed agricultural landscape
<p>Soil aggregate stability is a useful indicator of soil physical health and can be used to monitor condition through time. A novel method of quantifying soil aggregate stability, based on the relative increase in the footprint area of aggregates as they disintegrate when immersed in water, h...
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doaj-85f445054ae84cc699109b000dcb37762021-01-22T12:54:40ZengCopernicus PublicationsSOIL2199-39712199-398X2021-01-017334610.5194/soil-7-33-2021Mapping soil slaking index and assessing the impact of management in a mixed agricultural landscapeE. J. Jones0P. Filippi1R. Wittig2M. Fajardo3V. Pino4A. B. McBratney5School of Life and Environmental Sciences & Sydney Institute of Agriculture, Faculty of Science, The University of Sydney, New South Wales, AustraliaSchool of Life and Environmental Sciences & Sydney Institute of Agriculture, Faculty of Science, The University of Sydney, New South Wales, AustraliaÉcole Nationale Supérieure d'Agronomie et des Industries Alimentaires (ENSAIA), University of Lorraine, Nancy, FranceSchool of Life and Environmental Sciences & Sydney Institute of Agriculture, Faculty of Science, The University of Sydney, New South Wales, AustraliaSchool of Life and Environmental Sciences & Sydney Institute of Agriculture, Faculty of Science, The University of Sydney, New South Wales, AustraliaSchool of Life and Environmental Sciences & Sydney Institute of Agriculture, Faculty of Science, The University of Sydney, New South Wales, Australia<p>Soil aggregate stability is a useful indicator of soil physical health and can be used to monitor condition through time. A novel method of quantifying soil aggregate stability, based on the relative increase in the footprint area of aggregates as they disintegrate when immersed in water, has been developed and can be performed using a smartphone application – SLAKES. In this study the SLAKES application was used to obtain slaking index (SI) values of topsoil samples (0 to 10 cm) at 158 sites to assess aggregate stability in a mixed agricultural landscape. A large range in SI values of 0 to 7.3 was observed. Soil properties and land use were found to be correlated with observed SI values. Soils with clay content <span class="inline-formula">>25</span> % and cation exchange capacity (CEC) : clay ratio <span class="inline-formula">>0.5</span> had the highest observed SI values. Variation in SI for these soils was driven by organic carbon (OC) content which fit a segmented exponential decay function. An OC threshold of 1.1 % was observed, below which the most extreme SI values were observed. Soils under dryland and irrigated cropping had lower OC content and higher observed SI values compared to soils under perennial cover. These results suggest that farm managers can mitigate the effects of extreme slaking by implementing management practices to increase OC content, such as minimum tillage or cover cropping. A regression-kriging method utilising a Cubist model with a suite of spatial covariates was used to map SI across the study area. Accurate predictions were produced with leave-one-out cross-validation, giving a Lin's concordance correlation coefficient (LCCC) of 0.85 and a root-mean-square error (RMSE) of 1.1. Similar validation metrics were observed in an independent test set of samples consisting of 50 observations (LCCC <span class="inline-formula">=</span> 0.82; RMSE <span class="inline-formula">=</span> 1.1). The potential impact of implementing management practices that promote soil OC sequestration on SI values in the study area was explored by simulating how a 0.5 and 1.0 % increase in OC would impact SI values at observation points and then mapping this across the study area. Overall, the maps produced in this study have the potential to guide management decisions by identifying areas that currently experience extreme slaking and highlighting areas that are expected to have a significant reduction in slaking by increasing OC content.</p>https://soil.copernicus.org/articles/7/33/2021/soil-7-33-2021.pdf |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
E. J. Jones P. Filippi R. Wittig M. Fajardo V. Pino A. B. McBratney |
spellingShingle |
E. J. Jones P. Filippi R. Wittig M. Fajardo V. Pino A. B. McBratney Mapping soil slaking index and assessing the impact of management in a mixed agricultural landscape SOIL |
author_facet |
E. J. Jones P. Filippi R. Wittig M. Fajardo V. Pino A. B. McBratney |
author_sort |
E. J. Jones |
title |
Mapping soil slaking index and assessing the impact of management in a mixed agricultural landscape |
title_short |
Mapping soil slaking index and assessing the impact of management in a mixed agricultural landscape |
title_full |
Mapping soil slaking index and assessing the impact of management in a mixed agricultural landscape |
title_fullStr |
Mapping soil slaking index and assessing the impact of management in a mixed agricultural landscape |
title_full_unstemmed |
Mapping soil slaking index and assessing the impact of management in a mixed agricultural landscape |
title_sort |
mapping soil slaking index and assessing the impact of management in a mixed agricultural landscape |
publisher |
Copernicus Publications |
series |
SOIL |
issn |
2199-3971 2199-398X |
publishDate |
2021-01-01 |
description |
<p>Soil aggregate stability is a useful indicator of soil physical health and can be used to monitor condition through time. A novel method of quantifying soil aggregate stability, based on the relative increase in the footprint area of aggregates as they disintegrate when immersed in water, has been developed and can be performed using a smartphone application – SLAKES. In this study the SLAKES application was used to obtain slaking index (SI) values of topsoil samples (0 to 10 cm) at 158 sites to assess aggregate stability in a mixed agricultural landscape. A large range in SI values of 0 to 7.3 was observed. Soil properties and land use were found to be correlated with observed SI values. Soils with clay content <span class="inline-formula">>25</span> % and cation exchange capacity (CEC) : clay ratio <span class="inline-formula">>0.5</span> had the highest observed SI values. Variation in SI for these soils was driven by organic carbon (OC) content which fit a segmented exponential decay function. An OC threshold of 1.1 % was observed, below which the most extreme SI values were observed. Soils under dryland and irrigated cropping had lower OC content and higher observed SI values compared to soils under perennial cover. These results suggest that farm managers can mitigate the effects of extreme slaking by implementing management practices to increase OC content, such as minimum tillage or cover cropping. A regression-kriging method utilising a Cubist model with a suite of spatial covariates was used to map SI across the study area. Accurate predictions were produced with leave-one-out cross-validation, giving a Lin's concordance correlation coefficient (LCCC) of 0.85 and a root-mean-square error (RMSE) of 1.1. Similar validation metrics were observed in an independent test set of samples consisting of 50 observations (LCCC <span class="inline-formula">=</span> 0.82; RMSE <span class="inline-formula">=</span> 1.1). The potential impact of implementing management practices that promote soil OC sequestration on SI values in the study area was explored by simulating how a 0.5 and 1.0 % increase in OC would impact SI values at observation points and then mapping this across the study area. Overall, the maps produced in this study have the potential to guide management decisions by identifying areas that currently experience extreme slaking and highlighting areas that are expected to have a significant reduction in slaking by increasing OC content.</p> |
url |
https://soil.copernicus.org/articles/7/33/2021/soil-7-33-2021.pdf |
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