Soil Organic Carbon Estimates for 30-cm Depth, Mexico and Conterminous USA, 1991-2011

Description

This dataset provides two sets of gridded estimates of estimated soil organic carbon (SOC) and associated uncertainties for 0-30 cm topsoil layer in kg SOC/m2 at 250-m resolution across Mexico and the conterminous USA (CONUS). The first set of gridded SOC estimates, for the period 1991-2010, were derived using multi-source SOC field data and multiple environmental variables representative of the soil forming environment coupled with a machine learning approach (i.e., simulated annealing) and regression tree ensemble modeling for optimized SOC prediction. Predictions of gridded SOC and uncertainty based on multiple bulk density (BD) pedotransfer functions (PFTs) are also included. The second set of gridded SOC estimates, for the period 2009-2011, were derived from two fully independent validation field datasets from across both countries. Note that the same environmental variables and modeling approach used for the first set of estimates were applied to the second set to assess the models' sensitivity to multiple SOC data sources. The SOC field data for the first set of estimates are provided in this dataset and the other data sources, including the two independent validation field datasets, are referenced.

Resources

Name Format Description Link
21 Search results for publications that cite this dataset by its DOI. https://scholar.google.com/scholar?q=10.3334%2FORNLDAAC%2F1737
21 This link allows direct data access via Earthdata login https://daac.ornl.gov/cms/CMS_SOC_Mexico_CONUS/
21 ORNL DAAC Data Set Documentation https://daac.ornl.gov/CMS/guides/CMS_SOC_Mexico_CONUS.html
21 Data set Landing Page DOI URL https://doi.org/10.3334/ORNLDAAC/1737
33 Soil Organic Carbon Estimates for 30 cm Depth, Mexico and Conterminous USA, 1991-2011: CMS_SOC_Mexico_CONUS.pdf https://data.ornldaac.earthdata.nasa.gov/public/cms/CMS_SOC_Mexico_CONUS/comp/CMS_SOC_Mexico_CONUS.pdf
34 Soil organic carbon (SOC) for 0-30 cm topsoil layer in kg SOC/m2 at 250-m resolution across Mexico and the conterminous USA (CONUS) for the period 1991-2010. Source: data file SOC_prediction_1991_2010.tif https://daac.ornl.gov/CMS/guides/CMS_SOC_Mexico_CONUS_Fig1.png

Tags

  • soils
  • land-surface
  • earth-science

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