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 inGeoderma Regional Vol. 38; p. e00855
Main Authors Azamat, Suleymanov, Ilgiz, Asylbaev, Ruslan, Suleymanov, Mirsayapov, Ramil, Ilyusya, Gabbasova, Tuktarova, Iren, Belan, Larisa
Format Journal Article
LanguageEnglish
Published 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.
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
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  surname: Belan
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  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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  year: 2022
  ident: 10.1016/j.geodrs.2024.e00855_bb0215
  article-title: Soil carbon stocks can be negatively affected by land use and climate change in natural ecosystems of semi-arid environment of Iran
  publication-title: Geoderma Reg.
– volume: vol. 13
  start-page: 9
  year: 2013
  ident: 10.1016/j.geodrs.2024.e00855_bb0045
  article-title: Consistent global land cover maps for climate modelling communities: current achievements of the ESA’s land cover CCI
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Snippet The quantification of soil organic carbon (SOC) and its vertical distribution is crucial for understanding carbon dynamics in terrestrial ecosystems. This...
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elsevier
SourceType Enrichment Source
Index Database
Publisher
StartPage e00855
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
URI https://dx.doi.org/10.1016/j.geodrs.2024.e00855
Volume 38
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