Regional environmental controllers influence continental scale soil carbon stocks and future carbon dynamics

Abstract Understanding the influence of environmental factors on soil organic carbon (SOC) is critical for quantifying and reducing the uncertainty in carbon climate feedback projections under changing environmental conditions. We explored the effect of climatic variables, land cover types, topograp...

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Main Authors: Daniel Ruiz Potma Gonçalves, Umakant Mishra, Skye Wills, Sagar Gautam
Format: Article
Language:English
Published: Nature Publishing Group 2021-03-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-021-85992-y
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spelling doaj-29e3f1fd39394f23a000d3ce2975cb462021-03-21T12:37:41ZengNature Publishing GroupScientific Reports2045-23222021-03-0111111010.1038/s41598-021-85992-yRegional environmental controllers influence continental scale soil carbon stocks and future carbon dynamicsDaniel Ruiz Potma Gonçalves0Umakant Mishra1Skye Wills2Sagar Gautam3Department of Fitotechnics and Plant Health, Universidade Estadual de Ponta GrossaBioscience Division, Sandia National LaboratoryNational Soil Survey Center, USDA- Natural Resource Conservation CenterBioscience Division, Sandia National LaboratoryAbstract Understanding the influence of environmental factors on soil organic carbon (SOC) is critical for quantifying and reducing the uncertainty in carbon climate feedback projections under changing environmental conditions. We explored the effect of climatic variables, land cover types, topographic attributes, soil types and bedrock geology on SOC stocks of top 1 m depth across conterminous United States (US) ecoregions. Using 4559 soil profile observations and high-resolution data of environmental factors, we identified dominant environmental controllers of SOC stocks in 21 US ecoregions using geographically weighted regression. We used projected climatic data of SSP126 and SSP585 scenarios from GFDL-ESM 4 Earth System Model of Coupled Model Intercomparison Project phase 6 to predict SOC stock changes across continental US between 2030 and 2100. Both baseline and predicted changes in SOC stocks were compared with SOC stocks represented in GFDL-ESM4 projections. Among 56 environmental predictors, we found 12 as dominant controllers across all ecoregions. The adjusted geospatial model with the 12 environmental controllers showed an R2 of 0.48 in testing dataset. Higher precipitation and lower temperatures were associated with higher levels of SOC stocks in majority of ecoregions. Changes in land cover types (vegetation properties) was important in drier ecosystem as North American deserts, whereas soil types and topography were more important in American prairies. Wetlands of the Everglades was highly sensitive to projected temperature changes. The SOC stocks did not change under SSP126 until 2100, however SOC stocks decreased up to 21% under SSP585. Our results, based on environmental controllers of SOC stocks, help to predict impacts of changing environmental conditions on SOC stocks more reliably and may reduce uncertainties found in both, geospatial and Earth System Models. In addition, the description of different environmental controllers for US ecoregions can help to describe the scope and importance of global and local models.https://doi.org/10.1038/s41598-021-85992-y
collection DOAJ
language English
format Article
sources DOAJ
author Daniel Ruiz Potma Gonçalves
Umakant Mishra
Skye Wills
Sagar Gautam
spellingShingle Daniel Ruiz Potma Gonçalves
Umakant Mishra
Skye Wills
Sagar Gautam
Regional environmental controllers influence continental scale soil carbon stocks and future carbon dynamics
Scientific Reports
author_facet Daniel Ruiz Potma Gonçalves
Umakant Mishra
Skye Wills
Sagar Gautam
author_sort Daniel Ruiz Potma Gonçalves
title Regional environmental controllers influence continental scale soil carbon stocks and future carbon dynamics
title_short Regional environmental controllers influence continental scale soil carbon stocks and future carbon dynamics
title_full Regional environmental controllers influence continental scale soil carbon stocks and future carbon dynamics
title_fullStr Regional environmental controllers influence continental scale soil carbon stocks and future carbon dynamics
title_full_unstemmed Regional environmental controllers influence continental scale soil carbon stocks and future carbon dynamics
title_sort regional environmental controllers influence continental scale soil carbon stocks and future carbon dynamics
publisher Nature Publishing Group
series Scientific Reports
issn 2045-2322
publishDate 2021-03-01
description Abstract Understanding the influence of environmental factors on soil organic carbon (SOC) is critical for quantifying and reducing the uncertainty in carbon climate feedback projections under changing environmental conditions. We explored the effect of climatic variables, land cover types, topographic attributes, soil types and bedrock geology on SOC stocks of top 1 m depth across conterminous United States (US) ecoregions. Using 4559 soil profile observations and high-resolution data of environmental factors, we identified dominant environmental controllers of SOC stocks in 21 US ecoregions using geographically weighted regression. We used projected climatic data of SSP126 and SSP585 scenarios from GFDL-ESM 4 Earth System Model of Coupled Model Intercomparison Project phase 6 to predict SOC stock changes across continental US between 2030 and 2100. Both baseline and predicted changes in SOC stocks were compared with SOC stocks represented in GFDL-ESM4 projections. Among 56 environmental predictors, we found 12 as dominant controllers across all ecoregions. The adjusted geospatial model with the 12 environmental controllers showed an R2 of 0.48 in testing dataset. Higher precipitation and lower temperatures were associated with higher levels of SOC stocks in majority of ecoregions. Changes in land cover types (vegetation properties) was important in drier ecosystem as North American deserts, whereas soil types and topography were more important in American prairies. Wetlands of the Everglades was highly sensitive to projected temperature changes. The SOC stocks did not change under SSP126 until 2100, however SOC stocks decreased up to 21% under SSP585. Our results, based on environmental controllers of SOC stocks, help to predict impacts of changing environmental conditions on SOC stocks more reliably and may reduce uncertainties found in both, geospatial and Earth System Models. In addition, the description of different environmental controllers for US ecoregions can help to describe the scope and importance of global and local models.
url https://doi.org/10.1038/s41598-021-85992-y
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