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

Biogeosciences

Volumn 14, Issue 9, 2017, Pages 2527-2541

  Kaminski, Thomas ^a   Pinty, Bernard ^b   Voßbeck, Michael ^a   Lopatka, MacIej ^b   Gobron, Nadine ^b   Robustelli, Monica ^b  

^a Inversion Lab   (Germany)

^b EUROPEAN COMMISSION   (Belgium)

Author keywords

[No Author keywords available]

Indexed keywords

ALBEDO; CARBON CYCLE; CARBON DIOXIDE; CLIMATE PREDICTION; EOS; LAND SURFACE; LEAF AREA INDEX; RADIATIVE TRANSFER; SOFTWARE; SOIL-VEGETATION INTERACTION; SPATIAL RESOLUTION; UNCERTAINTY ANALYSIS;

EID: 85019552103     PISSN: 17264170     EISSN: 17264189     Source Type: Journal    
DOI: 10.5194/bg-14-2527-2017     Document Type: Article

References (43)

1. Chi, H.: Practical atmospheric correction of NOAA-AVHRR data using the bare-sand soil line method, Int. J. Remote Sens., 24, 3369-3379, doi:10.1080/0143116021000024122, 2003.
2. Clerici, M., Voßbeck, M., Pinty, B., Kaminski, T., Taberner, M., Lavergne, T., Andredakis, I.: Consolidating the Two-stream Inversion Package (JRC-TIP) to Retrieve Land Surface Parameters From Albedo Products, IEEE J. Sel. Top. Appl., 3, 286-295, doi:10.1109/JSTARS.2010.2046626, 2010.
3. Disney, M., Muller, J.-P., Kharbouche, S., Kaminski, T., Voßbeck, M., Lewis, P., Pinty, B.: A New Global fAPAR and LAI Dataset Derived from Optimal Albedo Estimates: Comparison with MODIS Products, Remote Sens., 8, 275, doi:10.3390/rs8040275, 2016.
4. Gobron, N.: Global Climate, Terrestrial vegetation dynamics, in: State of the Climate in 2014, 95, S55-S55, 2015.
5. Gobron, N., Pinty, B., Melin, F., Taberner, M., Verstraete, M. M., Robustelli, M., Widlowski, J.-L.: Evaluation of the MERIS/ENVISAT FAPAR product, Adv. Space Res., 39, 105-115, 2007.
6. Heimann, M., Kaminski, T.: Inverse Modeling Approaches to Infer Surface Trace Gas Fluxes from Observed Atmospheric Mixing Ratios, in: Approaches to scaling of trace gas fluxes in ecosystems, edited by: Bouwman, A. F., chap. 14, 275-295, Elsevier, Amsterdam, the Netherlands, 1999.
7. Hosgood, B., Jacquemoud, S., Andreoli, G., Verdebout, J., Pedrini, G., Schmuck, G.: Leaf optical properties experiment 93 (LOPEX93), EUR 16095 EN, European Commission-DG Joint Research Centre, Institute for Environment and Sustainability, Ispra, Italy, 1995.
8. Houweling, S., Badawy, B., Baker, D. F., Basu, S., Belikov, D., Bergamaschi, P., Bousquet, P., Broquet, G., Butler, T., Canadell, J. G., Chen, J., Chevallier, F., Ciais, P., Collatz, G. J., Denning, S., Engelen, R., Enting, I. G., Fischer, M. L., Fraser, A., Gerbig, C., Gloor, M., Jacobson, A. R., Jones, D. B. A., Heimann, M., Khalil, A., Kaminski, T., Kasibhatla, P. S., Krakauer, N. Y., Krol, M., Maki, T., Maksyutov, S., Manning, A., Meesters, A., Miller, J. B., Palmer, P. I., Patra, P., Peters, W., Peylin, P., Poussi, Z., Prather, M. J., Randerson, J. T., Röckmann, T., Rödenbeck, C., Sarmiento, J. L., Schimel, D. S., Scholze, M., Schuh, A., Suntharalingam, P., Takahashi, T., Turnbull, J., Yurganov, L., Vermeulen, A.: Iconic CO2 Time Series at Risk, Science, 337, 1038-1040, doi:10.1126/science.337.6098.1038-b, 2012.
9. Jacquemoud, S., Baret, F.: PROSPECT: A model of leaf optical properties spectra, Remote Sens. Environ., 34, 75-91, doi:10.1016/0034-4257(90)90100-Z, 1990.
10. Kaminski, T., Mathieu, P.-P.: Reviews and syntheses: Flying the satellite into your model: On the role of observation operators in constraining models of the Earth system and the carbon cycle, Biogeosciences, 14, 2343-2357, doi:10.5194/bg-14-2343-2017, 2017.
11. Kaminski, T., Knorr, W., Rayner, P., Heimann, M.: Assimilating Atmospheric data into a Terrestrial Biosphere Model: A case study of the seasonal cycle, Global Biogeochem. Cy., 16, 1066, doi:10.1029/2001GB001463, 2002.
12. Kaminski, T., Scholze, M., Houweling, S.: Quantifying the Benefit of A-SCOPE Data for Reducing Uncertainties in Terrestrial Carbon Fluxes in CCDAS, Tellus B, 62, 784-796, doi:10.1111/j.1600-0889.2010.00483.x, 2010.
13. Kaminski, T., Knorr, W., Scholze, M., Gobron, N., Pinty, B., Giering, R., Mathieu, P.-P.: Consistent assimilation of MERIS FAPAR and atmospheric CO2 into a terrestrial vegetation model and interactive mission benefit analysis, Biogeosciences, 9, 3173-3184, doi:10.5194/bg-9-3173-2012, 2012.
14. Kaminski, T., Knorr, W., Schürmann, G., Scholze, M., Rayner, P. J., Zaehle, S., Blessing, S., Dorigo, W., Gayler, V., Giering, R., Gobron, N., Grant, J. P., Heimann, M., Hooker-Strout, A., Houweling, S., Kato, T., Kattge, J., Kelley, D., Kemp, S., Koffi, E. N., Köstler, C., Mathieu, P., Pinty, B., Reick, C. H., Rödenbeck, C., Schnur, R., Scipal, K., Sebald, C., Stacke, T., van Scheltinga, A. T., Vossbeck, M., Widmann, H., Ziehn, T.: The BETHY/JSBACH Carbon Cycle Data Assimilation System: Experiences and challenges, J. Geophys. Res., 118, 1414-1426, doi:10.1002/jgrg.20118, 2013.
15. Kaminski, T., Scholze, M., Knorr, W., Vossbeck, M., Buchwitz, M., Reuter, M.: Constraining a terrestrial biosphere model with remotely sensed atmospheric carbon dioxide, Remote Sens. Environ., in review, 2017.
16. Knyazikhin, Y., Martonchik, J. V., Myneni, R. B., Diner, D. J., Running, S. W.: Synergistic algorithm for estimating vegetation canopy leaf area index and fraction of absorbed photosynthetically active radiation from MODIS and MISR data, J. Geophys. Res., 103, 32257-32274, 1998.
17. Lavergne, T., Voßbeck, M., Pinty, B., Kaminski, T., Giering, R.: Evaluation of the Two-Stream Inversion Package, EUR 22467 EN, European Commission-DG Joint Research Centre, Institute for Environment and Sustainability, Ispra, Italy, 2006.
18. Lavergne, T., Kaminski, T., Pinty, B., Taberner, M., Gobron, N., Verstraete, M. M., Voßbeck, M., Widlowski, J.-L., Giering, R.: Application to MISR Land Products of an RPV Model Inversion Package Using Adjoint and Hessian Codes, Remote Sens. Environ., 107, 362-375, doi:10.1016/j.rse.2006.05.021, 2007.
19. Lewis, P. E., Gomez-Dans, J., Kaminski, T., Settle, J., Quaife, T., Gobron, N., Styles, J., Berger, M.: An Earth Observation Land Data Assimilation System (EO-LDAS), Remote Sens. Environ., 120, 219-235, doi:10.1016/j.rse.2011.12.027, 2012.
20. NASA Land Processes Distributed Active Archive Center (LP DAAC): MODIS albedo products (MCD43) collection V005, USGS/Earth Resources Observation and Science (EROS) Center, Sioux Falls, South Dakota, available at: Https://lpdaac.usgs. gov/data-access/data-pool, last access: 11 May 2017.
21. Meador, W. E., Weaver, W. R.: Two-Stream Approximations to Radiative Transfer in Planetary Atmospheres: A Unified Description of Existing Methods and a New Improvement, J. Atmos. Sci., 37, 630-643, doi:10.1175/1520-0469(1980)0370630:TSATRT2.0.CO;2, 1980.
22. Pinty, B., Gobron, N., Widlowski, J.-L., Gerstl, S. A. W., Verstraete, M. M., Antunes, M., Bacour, C., Gascon, F., Gastellu, J.-P., Goel, N., Jacquemoud, S., North, P., Qin, W., Thompson, R.: Radiation transfer model intercomparison (RAMI) exercise, J. Geophys. Res.-Atmos., 106, 11937-11956, doi:10.1029/2000JD900493, 2001.
23. Pinty, B., Gobron, N., Widlowski, J.-L., Lavergne, T., Verstraete, M. M.: Synergy between 1-D and 3-D radiation transfer models to retrieve vegetation canopy properties from remote sensing data, J. Geophys. Res.-Atmos., 109, D21205, doi:10.1029/2004JD005214, 2004.
24. Pinty, B., Lavergne, T., Dickinson, R. E., Widlowski, J.-L., Gobron, N., Verstraete, M. M.: Simplifying the Interaction of Land Surfaces with Radiation for Relating Remote Sensing Products to Climate Models, J. Geophys. Res.-Atmos., 111, D02116, doi:10.1029/2005JD005952, 2006.
25. Pinty, B., Lavergne, T., Voßbeck, M., Kaminski, T., Aussedat, O., Giering, R., Gobron, N., Taberner, M., Verstraete, M. M., Widlowski, J.-L.: Retrieving Surface Parameters for Climate Models from MODIS-MISR Albedo Products, J. Geophys. Res.-Atmos., 112, D10116, doi:10.1029/2006JD008105, 2007.
26. Pinty, B., Lavergne, T., Kaminski, T., Aussedat, O., Giering, R., Gobron, N., Taberner, M., Verstraete, M. M., Voßbeck, M., Widlowski, J.-L.: Partitioning the solar radiant fluxes in forest canopies in the presence of snow, J. Geophys. Res.-Atmos., 113, D04104, doi:10.1029/2007JD009096, 2008.
27. Pinty, B., Lavergne, T., Widlowski, J.-L., Gobron, N., Verstraete, M.: On the need to observe vegetation canopies in the near-infrared to estimate visible light absorption, Remote Sens. Environ., 113, 10-23, doi:10.1016/j.rse.2008.08.017, 2009.
28. Pinty, B., Andredakis, I., Clerici, M., Kaminski, T., Taberner, M., Verstraete, M. M., Gobron, N., Plummer, S., Widlowski, J.-L.: Exploiting the MODIS albedos with the Two-stream Inversion Package (JRC-TIP): 1. Effective leaf area index, vegetation, soil properties, J. Geophys. Res.-Atmos., 116, D09105, doi:10.1029/2010JD015372, 2011a.
29. Pinty, B., Clerici, M., Andredakis, I., Kaminski, T., Taberner, M., Verstraete, M. M., Gobron, N., Plummer, S., Widlowski, J.-L.: Exploiting the MODIS albedos with the Two-stream Inversion Package (JRC-TIP): 2. Fractions of transmitted and absorbed fluxes in the vegetation and soil layers, J. Geophys. Res.-Atmos., 116, D09106, doi 10.1029/2010JD015373, 2011b.
30. Pinty, B., Jung, M., Kaminski, T., Lavergne, T., Mund, M., Plummer, S., Thomas, E., Widlowski, J.-L.: Evaluation of the JRC-TIP 0.01-products over a mid-latitude deciduous forest site, Remote Sens. Environ., 115, 3567-3581, doi:10.1016/j.rse.2011.08.018, 2011c.
31. Rayner, P., Scholze, M., Knorr, W., Kaminski, T., Giering, R., Widmann, H.: Two decades of terrestrial Carbon fluxes from a Carbon Cycle Data Assimilation System (CCDAS), Global Biogeochem. Cy., 19, GB2026, doi:10.1029/2004GB002254, 2005.
32. Rayner, P., Koffi, E., Scholze, M., Kaminski, T., Dufresne, J.: Constraining predictions of the carbon cycle using data, Philos. T. R. Soc. A, 369, 1955-1966, doi:10.1098/rsta.2010.0378, 2011.
33. Rayner, P., Michalak, A. M., Chevallier, F.: Fundamentals of Data Assimilation, Geosci. Model Dev. Discuss., doi:10.5194/gmd-2016-148, in review, 2016.
34. Schaaf, C. B., Gao, F., Strahler, A. H., Lucht, W., Li, X., Tsang, T., Strugnell, N. C., Zhang, X., Jin, Y., Muller, J.-P., Lewis, P., Barnsley, M., Hobson, P., Disney, M., Roberts, G., Dunderdale, M., Doll, C., d'Entremont, R. P., Hu, B., Liang, S., Privette, J. L., Roy, D.: First operational BRDF, albedo nadir reflectance products from {MODIS}, Remote Sens. Environ., 83, 135-148, doi:10.1016/S0034-4257(02)00091-3, 2002.
35. Scholze, M., Kaminski, T., Rayner, P., Knorr, W., Giering, R.: Propagating uncertainty through prognostic CCDAS simulations, J. Geophys. Res., 112, D17305, doi:10.1029/2007JD008642, 2007.
36. Scholze, M., Kaminski, T., Knorr, W., Blessing, S., Vossbeck, M., Grant, J., Scipal, K.: Simultaneous assimilation of SMOS soil moisture and atmospheric CO2 in-situ observations to constrain the global terrestrial carbon cycle, Remote Sens. Environ., 180, 334-345, doi:10.1016/j.rse.2016.02.058, 2016.
37. Schürmann, G. J., Kaminski, T., Köstler, C., Carvalhais, N., Voßbeck, M., Kattge, J., Giering, R., Rödenbeck, C., Heimann, M., Zaehle, S.: Constraining a land-surface model with multiple observations by application of the MPI-Carbon Cycle Data Assimilation System V1.0, Geosci. Model Dev., 9, 2999-3026, doi:10.5194/gmd-9-2999-2016, 2016.
38. Sippel, S., Zscheischler, J., Reichstein, M.: Ecosystem impacts of climate extremes crucially depend on the timing, P. Natl. Acad. Sci. USA, 113, 5768-5770, doi:10.1073/pnas.1605667113, 2016.
39. Tarantola, A.: Inverse Problem Theory and methods for model parameter estimation, SIAM, Philadelphia, USA, 2005.
40. Voßbeck, M., Clerici, M., Kaminski, T., Lavergne, T., Pinty, B., Giering, R.: An inverse radiative transfer model of the vegetation canopy based on automatic differentiation, Inverse Probl., 26, 095003, http://stacks.iop.org/0266-5611/26/i=9/a=095003, 2010.
41. Widlowski, J.-L., Taberner, M., Pinty, B., Bruniquel-Pinel, V., Disney, M., Fernandes, R., Gastellu-Etchegorry, J.-P., Gobron, N., Kuusk, A., Lavergne, T., Leblanc, S., Lewis, P. E., Martin, E., Mõttus, M., North, P. R. J., Qin, W., Robustelli, M., Rochdi, N., Ruiloba, R., Soler, C., Thompson, R., Verhoef, W., Verstraete, M. M., Xie, D.: Third Radiation Transfer Model Intercomparison (RAMI) exercise: Documenting progress in canopy reflectance models, J. Geophys. Res.-Atmos., 112, D09111, doi:10.1029/2006JD007821, 2007.
42. Widlowski, J.-L., Pinty, B., Clerici, M., Dai, Y., De Kauwe, M., de Ridder, K., Kallel, A., Kobayashi, H., Lavergne, T., Ni-Meister, W., Olchev, A., Quaife, T., Wang, S., Yang, W., Yang, Y., Yuan, H.: RAMI4PILPS: An intercomparison of formulations for the partitioning of solar radiation in land surface models, J. Geophys. Res.-Biogeo., 116, G02019, doi:10.1029/2010JG001511, 2011.
43. Wolf, S., Keenan, T. F., Fisher, J. B., Baldocchi, D. D., Desai, A. R., Richardson, A. D., Scott, R. L., Law, B. E., Litvak, M. E., Brunsell, N. A., Peters, W., van der Laan-Luijkx, I. T.: Warm spring reduced carbon cycle impact of the 2012 US summer drought, P. Natl. Acad. Sci. USA, 113, 5880-5885, doi:10.1073/pnas.1519620113, 2016.