Assessing and mapping of soil organic carbon at multiple depths in the semi-arid Trans-Ural steppe zone
The quantification of soil organic carbon (SOC) and its vertical distribution is crucial for understanding carbon dynamics in terrestrial ecosystems. This study aimed to 2.5D digital mapping of SOC content in the Trans-Ural steppe zone (Russia) using a quantile regression forest (QRF) approach. The...
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Published in | Geoderma Regional Vol. 38; p. e00855 |
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Main Authors | , , , , , , |
Format | Journal Article |
Language | English |
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Elsevier B.V
01.09.2024
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Abstract | The quantification of soil organic carbon (SOC) and its vertical distribution is crucial for understanding carbon dynamics in terrestrial ecosystems. This study aimed to 2.5D digital mapping of SOC content in the Trans-Ural steppe zone (Russia) using a quantile regression forest (QRF) approach. The study utilized a dataset comprising 2495 SOC measurements collected from 1316 locations across three soil depths: 0–20 cm, 20–40 cm, and 40–60 cm. Environmental covariates were incorporated into the SOC modeling process, capturing major soil formation factors, and the uncertainty of the generated maps was estimated. The results revealed that SOC content ranged from 0.59 to 9.05 % in the topsoil, from 0.5 to 6.61 % in the subsurface layer and from 0.06 to 4.64 % in the subsoil. Based on the error metrics, including root mean square error (RMSE), coefficient of determination (R2), and Nash-Sutcliffe efficiency coefficient (NSE), we found a decrease in prediction accuracy with increasing soil depth. Furthermore, climate and vegetation variables, as well as elevation, emerged as key factors influencing the prediction of SOC concentrations at all depths. We also made an attempt to assess the future change of SOC under the influence of climate and anthropogenic impact. We anticipate that climate aridization and plowing will lead to a decline in SOC content in the Trans-Ural steppe region. Our findings contribute to the existing knowledge of SOC dynamics in steppe ecosystems at several depths, supporting informed decision-making for sustainable land use and climate change mitigation strategies. |
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AbstractList | The quantification of soil organic carbon (SOC) and its vertical distribution is crucial for understanding carbon dynamics in terrestrial ecosystems. This study aimed to 2.5D digital mapping of SOC content in the Trans-Ural steppe zone (Russia) using a quantile regression forest (QRF) approach. The study utilized a dataset comprising 2495 SOC measurements collected from 1316 locations across three soil depths: 0–20 cm, 20–40 cm, and 40–60 cm. Environmental covariates were incorporated into the SOC modeling process, capturing major soil formation factors, and the uncertainty of the generated maps was estimated. The results revealed that SOC content ranged from 0.59 to 9.05 % in the topsoil, from 0.5 to 6.61 % in the subsurface layer and from 0.06 to 4.64 % in the subsoil. Based on the error metrics, including root mean square error (RMSE), coefficient of determination (R2), and Nash-Sutcliffe efficiency coefficient (NSE), we found a decrease in prediction accuracy with increasing soil depth. Furthermore, climate and vegetation variables, as well as elevation, emerged as key factors influencing the prediction of SOC concentrations at all depths. We also made an attempt to assess the future change of SOC under the influence of climate and anthropogenic impact. We anticipate that climate aridization and plowing will lead to a decline in SOC content in the Trans-Ural steppe region. Our findings contribute to the existing knowledge of SOC dynamics in steppe ecosystems at several depths, supporting informed decision-making for sustainable land use and climate change mitigation strategies. |
ArticleNumber | e00855 |
Author | Azamat, Suleymanov Belan, Larisa Ilgiz, Asylbaev Ruslan, Suleymanov Tuktarova, Iren Ilyusya, Gabbasova Mirsayapov, Ramil |
Author_xml | – sequence: 1 givenname: Suleymanov surname: Azamat fullname: Azamat, Suleymanov email: filpip@yandex.ru organization: Department of Environmental Protection and Prudent Exploitation of Natural Resources, Ufa State Petroleum Technological University, 450064 Ufa, Russia – sequence: 2 givenname: Asylbaev surname: Ilgiz fullname: Ilgiz, Asylbaev organization: Department of Soil Science, Agrochemistry and Precision Agriculture, Bashkir State Agrarian University, 450001 Ufa, Russia – sequence: 3 givenname: Suleymanov surname: Ruslan fullname: Ruslan, Suleymanov organization: Laboratory of Soil Science, Ufa Institute of Biology, Ufa Federal Research Centre, Russian Academy of Sciences, 450054 Ufa, Russia – sequence: 4 givenname: Ramil surname: Mirsayapov fullname: Mirsayapov, Ramil organization: Department of Soil Science, Agrochemistry and Precision Agriculture, Bashkir State Agrarian University, 450001 Ufa, Russia – sequence: 5 givenname: Gabbasova surname: Ilyusya fullname: Ilyusya, Gabbasova organization: Laboratory of Soil Science, Ufa Institute of Biology, Ufa Federal Research Centre, Russian Academy of Sciences, 450054 Ufa, Russia – sequence: 6 givenname: Iren surname: Tuktarova fullname: Tuktarova, Iren organization: Department of Environmental Protection and Prudent Exploitation of Natural Resources, Ufa State Petroleum Technological University, 450064 Ufa, Russia – sequence: 7 givenname: Larisa surname: Belan fullname: Belan, Larisa organization: Department of Environmental Protection and Prudent Exploitation of Natural Resources, Ufa State Petroleum Technological University, 450064 Ufa, Russia |
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Keywords | Climate change Trans-Ural steppe zone Digital soil mapping Vertical distribution Semi-arid Random forest Soil organic carbon |
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SubjectTerms | Climate change Digital soil mapping Random forest Semi-arid Soil organic carbon Trans-Ural steppe zone Vertical distribution |
Title | Assessing and mapping of soil organic carbon at multiple depths in the semi-arid Trans-Ural steppe zone |
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