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Requirement 

Target  

C3S Soil Moisture Products 

Comment 

Status 

Product Specification 

Parameter of interest 

Surface Soil Moisture (SSM) 

Surface Soil Moisture  

In addition to Surface Soil Moisture, GCOS provides requirements for Root-zone soil moisture, which is currently not included in C3S Soil Moisture. 

Achieved 

Unit 

Volumetric (m³/m³) 

Volumetric [m³/m³] passive merged product, combined active +passive merged product; [% of saturation] active merged product 

Conversion between volumetric units and % saturation is possible using soil porosity information. 

Achieved 

Product aggregation 

L2 single sensor and L3 merged products 

L3 merged active, merged passive, and combined active + passive products  

C3S Soil Moisture aims to provide merged products only. 

Achieved 

Spatial resolution 

1-25 km 

0.25° (~25 km) 

C3S Soil moisture is provided on a regular lat/lon grid. Pixel size in kilometres therefore varies with latitude. 

Achieved 

Record length 

>30-35 years 

>43 years (1978/11 - present) 

Not strictly required by Climate Modelling User Group (CMUG). CMUG only states, that datasets of that length cover a period long enough for climate monitoring. 

Achieved 

Revisit time 

Daily 

Daily 

CMUG is highlighting the added value of sub-daily observations for special process studies, but also state that monthly observations are sufficient for some applications (e.g. trend monitoring). 

Achieved 

Product accuracy 

0.04 m³/m³ 

 

 

Variable (0.04-0.10 m³/m³), depending on land cover and climate (current assessment for various climates, land covers and texture classes based on in-situ data shows accuracy to be < 0.1 m³/m³) 

Relative to (in situ) reference data. Based on estimates of unbiased root-mean-square-difference (see Gruber et al. (2020) and [D8]). 

Approached 

Product stability 

0.01 m³/m³/y 

0.01 m³/m³/y  

No formal guidelines exist yet on how to best validate the stability of merged soil moisture products over time. 

Achieved, but no formal guidelines followed 

Quality flags 

Should be provided with observations 

Quality flags provided: Frozen soils, dense vegetation, no convergence in retrieval, physical bounds exceeded, weights of measurements below threshold, all datasets unreliable, barren ground 

C3S soil moisture is not provided when quality flags are raised (flagging of deserts as an exception). Most, flags are therefore only informational. This is to simplify using the data. 

Achieved 

Uncertainty 

Daily estimate, per pixel 

Daily estimate, per pixel  

Uncertainty estimates are derived from triple collocation and gap filled using vegetation density information. 

 

Achieved 

Format Specification 

Product spatial coverage 

Global 

Global 

Only land points, Antarctica excluded, permanent gaps for tropical forests. 

Achieved 

Product update frequency 

Monthly to annual 

10-20 days (ICDR), and 12 monthly (CDR) 

10-daily chunks are processed with a 10 day delay (ICDR). Monthly averages only computed for completed months. 

Achieved 

Product format 

Daily images, Monthly mean images 

Daily images, dekadal (10-day) mean, monthly mean images 

No threshold for minimum number of observations per dekad / month is set. 

Achieved 

Grid definition 

0.25° 

0.25° 

Regular sampled grid in latitude and longitude dimension. 

Achieved 

Projection or reference system 

Projection: Geographic lat/lon 

Reference system: WGS84 

Projection: Geographic lat/lon 

Reference system: WGS84 

 

Achieved 

Data format 

NetCDF 

NetCDF 4 

Each time stamp (day/dakad/month) is provided as an individual file. 

Achieved 

Data distribution system 

FTP, WMS, WCF, WFS, OpenDAP 

Data is distributed through the Climate Data Store (CDS) at https://cds.climate.copernicus.eu/cdsapp#!/dataset/10.24381/cds.d7782f18  

Programmatic access via CDS API possible (see https://cds.climate.copernicus.eu/how-to-api 

Achieved 

Metadata standards 

CF, obs4mips 

NetCDF Climate and Forecast (CF 1.7) Metadata Conventions; ISO 19115, obs4mips (distributed separately through ESGF) 

 

Achieved 

Quality standards 

QA4ECV 

QA4ECV and QA4SM standards and best practices implemented and verified. 

Following best practice guidelines (Gruber et al. (2020) and [D8]). 

Achieved 

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