How much carbon soils breathe out worldwide (1 km)
What it measures. How much carbon dioxide soils release into the air worldwide as microbes and roots break down material (soil respiration), plus the portion from microbes alone, with uncertainty estimates, at 1-km resolution.
How it's made. Estimated with a statistical model that combined thousands of field measurements from a global soil-respiration database with climate, vegetation, and terrain data, rather than from satellites.
How & where you'd use it. Helps scientists understand the carbon cycle and how much carbon soils give off, which matters for climate models and tracking greenhouse gases.
What's measured
Coverage & cadence
- Time span1961-01-01 → 2016-06-01
- Measured byMODELS (Computer)
- Processing levelLevel 4
- Spatial extent-180, -90, 180, 90
- FormatsCOG
- StatusCOMPLETE
What you can do with it
- Track deforestation, fire scars and land-cover change
- Monitor crop and vegetation health (NDVI/EVI)
- Map how built-up vs. green an area is over time
Official description
This dataset provides global gridded estimates of annual soil respiration (Rs) and soil heterotrophic respiration (Rh) and associated uncertainties at 1 km resolution. Mean soil respiration was estimated using a quantile regression forest model utilizing data from the global Soil Respiration Database Version 5 (SRDB-V5) and covariates of mean annual temperature, seasonal precipitation, and vegetative cover. The SRDB holds results of field studies of soil respiration from around the globe. A total of 4,115 records from 1,036 studies were selected from SRDB-V5. SRDB-V5 features more soil respiration data published in Russian and Chinese scientific literature for better global spatio-temporal coverage and improved global climate-space representation. These soil respiration records were combined with global meteorological, land cover, and topographic data and then evaluated with variable selection using random forests. The standard deviation and coefficient of variation of Rs are included and were also derived from the same model. Global heterotrophic respiration was calculated from Rs estimates. The data are produced in part from SRDB-V5 inputs that cover the period 1961-2016.
Get the data
import earthaccess
earthaccess.login(strategy="netrc") # free Earthdata Login
results = earthaccess.search_data(
short_name="SoilResp_HeterotrophicResp_1928",
version="1",
bounding_box=(-122.5, 37.2, -121.8, 37.9), # your area (W,S,E,N)
temporal=("2024-01-01", "2024-12-31"), # your dates
)
files = earthaccess.open(results) # stream straight from ORNL_CLOUD Browsing CMR needs no login. Downloading or streaming bytes needs a free Earthdata Login + the earthaccess package. Official links
- Earthdata Search allows users to search, discover, visualize, refine, and access NASA Earth Observation data. GET DATA
- Collection Bundle URL GET DATA
- ORNL DAAC Data Set Documentation VIEW RELATED INFORMATION
- Global Gridded 1-km Soil and Soil Heterotrophic Respiration Derived from SRDB v5: SoilResp_HeterotrophicResp.pdf VIEW RELATED INFORMATION