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Biogeosciences An interactive open-access journal of the European Geosciences Union
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Volume 14, issue 9 | Copyright

Special issue: Data assimilation in carbon/biogeochemical cycles: consistent...

Biogeosciences, 14, 2527-2541, 2017
https://doi.org/10.5194/bg-14-2527-2017
© Author(s) 2017. This work is distributed under
the Creative Commons Attribution 3.0 License.

Research article 17 May 2017

Research article | 17 May 2017

Consistent retrieval of land surface radiation products from EO, including traceable uncertainty estimates

Thomas Kaminski1, Bernard Pinty2, Michael Voßbeck1, Maciej Lopatka3, Nadine Gobron2, and Monica Robustelli2 Thomas Kaminski et al.
  • 1The Inversion Lab, Tewessteg 4, 20249 Hamburg, Germany
  • 2European Commission, Joint Research Centre (JRC), Directorate for Sustainable Resources, Knowledge for Sustainable Development and Food Security Unit, TP440 Via E. Fermi 2749, 21027 Ispra (Va), Italy
  • 3European Commission, Research Executive Agency, Future and Emerging Technologies: FET-Open COV2 17/120, 16 Place Rogier, 1049 Brussels, Belgium

Abstract. Earth observation (EO) land surface products have been demonstrated to provide a constraint on the terrestrial carbon cycle that is complementary to the record of atmospheric carbon dioxide. We present the Joint Research Centre Two-stream Inversion Package (JRC-TIP) for retrieval of variables characterising the state of the vegetation–soil system. The system provides a set of land surface variables that satisfy all requirements for assimilation into the land component of climate and numerical weather prediction models. Being based on a 1-D representation of the radiative transfer within the canopy–soil system, such as those used in the land surface components of advanced global models, the JRC-TIP products are not only physically consistent internally, but they also achieve a high degree of consistency with these global models. Furthermore, the products are provided with full uncertainty information. We describe how these uncertainties are derived in a fully traceable manner without any hidden assumptions from the input observations, which are typically broadband white sky albedo products. Our discussion of the product uncertainty ranges, including the uncertainty reduction, highlights the central role of the leaf area index, which describes the density of the canopy. We explain the generation of products aggregated to coarser spatial resolution than that of the native albedo input and describe various approaches to the validation of JRC-TIP products, including the comparison against in situ observations. We present a JRC-TIP processing system that satisfies all operational requirements and explain how it delivers stable climate data records. Since many aspects of JRC-TIP are generic, the package can serve as an example of a state-of-the-art system for retrieval of EO products, and this contribution can help the user to understand advantages and limitations of such products.

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We present the Joint Research Centre Two-stream Inversion Package (JRC-TIP) for retrieval of variables characterising the state of the vegetation–soil system. The system provides a set of land surface variables that satisfy all requirements for assimilation into the land component of climate and numerical weather prediction models.
We present the Joint Research Centre Two-stream Inversion Package (JRC-TIP) for retrieval of...
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