Global Gridded 1-km Annual Soil Respiration and Uncertainty Derived from SRDB V3

Description

This dataset provides six global gridded products at 1-km resolution of predicted annual soil respiration (Rs) and associated uncertainty, maps of the lower and upper quartiles of the prediction distributions, and two derived annual heterotrophic respiration (Rh) maps. A machine learning approach was used to derive the predicted Rs and uncertainty data using a quantile regression forest (QRF) algorithm trained with observations from the global Soil Respiration Database (SRDB) version 3 spanning from 1961 to 2011. The two Rh maps were derived from the predicted Rs with two different empirical equations. These products were produced to support carbon cycle research at local- to global-scales, and highlight the immense spatial variability of soil respiration and our ability to predict it across the globe.

Resources

Name Format Description Link
5 https://doi.org%2F10.3334%2FORNLDAAC%2F1736
5 https://data.ornldaac.earthdata.nasa.gov%2Fprotected%2Fbundle%2FCMS_Global_Soil_Respiration_1736.zip
5 https://data.ornldaac.earthdata.nasa.gov%2Fpublic%2Fcms%2FCMS_Global_Soil_Respiration%2Fcomp%2FCMS_Global_Soil_Respiration.pdf
5 https://search.earthdata.nasa.gov%2Fsearch%3Fq%3DCMS_Global_Soil_Respiration_1736%26ac%3Dtrue
5 https://daac.ornl.gov%2FCMS%2Fguides%2FCMS_Global_Soil_Respiration.html
5 https://daac.ornl.gov%2FCMS%2Fguides%2FCMS_Global_Soil_Respiration_Fig1.png
5 https://search.earthdata.nasa.gov/search?q=CMS_Global_Soil_Respiration_1736&ac=true
21 https://doi.org/10.3334/ORNLDAAC/1736
34 CMS_Global_Soil_Respiration_Fig1.png https://daac.ornl.gov/CMS/guides/CMS_Global_Soil_Respiration_Fig1.png
33 CMS_Global_Soil_Respiration.pdf https://data.ornldaac.earthdata.nasa.gov/public/cms/CMS_Global_Soil_Respiration/comp/CMS_Global_Soil_Respiration.pdf
57 CMS_Global_Soil_Respiration_1736.zip https://data.ornldaac.earthdata.nasa.gov/protected/bundle/CMS_Global_Soil_Respiration_1736.zip

Tags

  • earth-science-soils-agriculture-soil-respiration
  • earth-science-soils-land-surface-soil-respiration
  • earth-science-ecological-dynamics-biosphere-ecosystem-functions

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