Cargando…
Regional environmental controllers influence continental scale soil carbon stocks and future carbon dynamics
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 attri...
Autores principales: | , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2021
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7979933/ https://www.ncbi.nlm.nih.gov/pubmed/33742115 http://dx.doi.org/10.1038/s41598-021-85992-y |
_version_ | 1783667366936182784 |
---|---|
author | Gonçalves, Daniel Ruiz Potma Mishra, Umakant Wills, Skye Gautam, Sagar |
author_facet | Gonçalves, Daniel Ruiz Potma Mishra, Umakant Wills, Skye Gautam, Sagar |
author_sort | Gonçalves, Daniel Ruiz Potma |
collection | PubMed |
description | 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 R(2) 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. |
format | Online Article Text |
id | pubmed-7979933 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-79799332021-03-25 Regional environmental controllers influence continental scale soil carbon stocks and future carbon dynamics Gonçalves, Daniel Ruiz Potma Mishra, Umakant Wills, Skye Gautam, Sagar Sci Rep Article 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 R(2) 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. Nature Publishing Group UK 2021-03-19 /pmc/articles/PMC7979933/ /pubmed/33742115 http://dx.doi.org/10.1038/s41598-021-85992-y Text en © The Author(s) 2021 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Article Gonçalves, Daniel Ruiz Potma Mishra, Umakant Wills, Skye Gautam, Sagar Regional environmental controllers influence continental scale soil carbon stocks and future carbon dynamics |
title | 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_short | 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 |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7979933/ https://www.ncbi.nlm.nih.gov/pubmed/33742115 http://dx.doi.org/10.1038/s41598-021-85992-y |
work_keys_str_mv | AT goncalvesdanielruizpotma regionalenvironmentalcontrollersinfluencecontinentalscalesoilcarbonstocksandfuturecarbondynamics AT mishraumakant regionalenvironmentalcontrollersinfluencecontinentalscalesoilcarbonstocksandfuturecarbondynamics AT willsskye regionalenvironmentalcontrollersinfluencecontinentalscalesoilcarbonstocksandfuturecarbondynamics AT gautamsagar regionalenvironmentalcontrollersinfluencecontinentalscalesoilcarbonstocksandfuturecarbondynamics |