Consolidating the Two-Stream Inversion Package (JRC-TIP) to Retrieve Land Surface Parameters From Albedo Products

IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Volumn 3, Issue 3, 2010, Pages 286-295

  Clerici, Marco ^a   Pinty, Bernard ^a   Taberner, Malcolm ^a   Andredakis, Ioannis ^a   Voßbeck, Michael ^b   Kaminski, Thomas ^b   Lavergne, Thomas ^c  

^a JOINT RESEARCH CENTRE   (Italy)

^b FastOpt GmbH   (Germany)

^c NORWEGIAN METEOROLOGICAL INSTITUTE   (Norway)

Author keywords

Inverse problems; MODIS MISR albedo products; optimization techniques; remote sensing algorithm; vegetation biophysical properties

Indexed keywords

COMPUTING TIME; GLOBAL MINIMA; LAND SURFACE PARAMETERS; LARGE DATASETS; LOOK UP TABLE; MODIS/MISR ALBEDO PRODUCTS; NEW APPROACHES; OBSERVATION SPACE; OPTIMIZATION TECHNIQUES; REMOTE SENSING ALGORITHM; RESEARCH CENTRES; SMALL VARIATIONS; SURFACE ALBEDO; SURFACE PRODUCTS; TWO-STREAM;

DIFFERENTIAL EQUATIONS; HYDRAULICS; OPTIMIZATION; REMOTE SENSING; SOLAR RADIATION; SPACE OPTICS; VEGETATION;

INVERSE PROBLEMS;

ALBEDO; ALGORITHM; INVERSE PROBLEM; LAND SURFACE; MODIS; OBSERVATIONAL METHOD; OPTIMIZATION; REMOTE SENSING; SATELLITE DATA; VEGETATION DYNAMICS;

EID: 77956200200     PISSN: 19391404     EISSN: 21511535     Source Type: Journal    
DOI: 10.1109/JSTARS.2010.2046626     Document Type: Article

References (24)

1. A. K. Betts, P. D. Falloon, K. K. Goldewijk, and N. Ramankutty, “Biogeophysical effects of land-use on climate: Model simulations of radiative forcing and large-scale temperature changes,” Agricultural Forest Meteorol., vol. 42, pp. 216–233, 2007.
2. R. E. Dickinson “Land surface processes and climate—surface albedos and energy balance,” Adv. Geophys., vol. 25, pp. 305–353, 1983.
3. R. E. Dickinson, L. Zhou, Y. Tian, Q. Liu, T. Lavergne, B. Pinty, C. B. Schaaf, and Y. Knyazikhin, “A three-dimensional analytic model for the scattering of a spherical bush,” J. Geophys. Res., vol. 113, 2008.
4. P. Gill, W. Murray, and M. Wright, Practical Optimization. New York: Academic, 1981.
5. N. Gobron, B. Pinty, O. Aussedat, J. M. Chen, W. B. Cohen, R. Fensholt, V. Gond, K. F. Huemmrich, T. Lavergne, F. Melin, J. L. Privette, I. Sandholt, M. Taberner, D. P. Turner, M. M. Verstraete, and J.-L. Widlowski, “Evaluation of FAPAR products for different canopy radiation transfer regimes: Methodology and results using joint research center products derived from SeaWiFS against ground-based estimations,” J. Geophys. Res., vol. 111, no. D13110, pp. D13110–D13110, 2006.
6. W. Knorr, N. Gobron, M. Scholze, T. Kaminski, R. Schnur, and B. Pinty, “Remote sensing input for regional to global CO2 flux modelling,” in Proc. 2nd MERIS/(A)ATSR User Workshop, Frascati, Italy, 2007.
7. W. Knorr and M. Heimann, “Uncertainties in global terrestrial biosphere modeling. Part II: Global constraints for a process-based vegetation model,” Global Biogeochemical Cycles, vol. 15, pp. 227–246, 2001.
8. W. Knorr, T. Kaminski, M. Scholze, N. Gobron, B. Pinty, and R. Giering, “The impact of terrestrial biosphere carbon exchanges on the anomalous CO2 increase in 2002-2003,” Geophys. Res. Lett., vol. 34, 2008, Art. ID 029019.
9. Y. Knyazikhin, J. V. Martonchik, D. J. Diner, R. B. Myneni, M. M. Verstraete, B. Pinty, and N. Gobron “Estimation of vegetation canopy leaf area index and fraction of absorbed photosynthetically active radiation from atmosphere-corrected MISR data,” J. Geophys. Res., vol. 103, no. 32, pp. 239–32, 1998.
10. A. Kohl and J. Willebrand, “An adjoint method for the assimilation of statistical characteristics into eddy-resolving ocean models,” Tellus, vol. 54A, pp. 406–425, 2000.
11. T. Lavergne, M. VoBbeck, B. Pinty, T. Kaminski, and R. Giering, “Evaluation of the 2-Stream Model Inversion Package,” Joint Research Centre, Institute for Environment and Sustainability, EUR Rep. 22467 EN, 2006.
12. Q. Liu, L. Gu, R. E. Dickinson, Y. Tian, L. Zhou, and W. M. Post, “Assimilation of satellite reflectance data into a dynamical leaf model to infer seasonnally varying leaf areas for climate and carbon models,” J. Geophys. Res., vol. 113, 2008, Art. ID 009645.
13. J. V. Martonchik, D. J. Diner, B. Pinty, M. M. Verstraete, R. B. Myneni, Y. Knyazikhin, and H. R. Gordon “Determination of land and ocean reflective, radiative, and biophysical properties using multi-angle imaging,” IEEE Trans. Geosci. Remote Sens., vol. 36, no., pp. 1266–1281, Sep. 1998.
14. B. Pinty, T. Lavergne, R. E. Dickinson, J.-L. Widlowski, N. Gobron, and M. M. Verstraete, “Simplifying the interaction of land surfaces with radiation for relating remote sensing products to climate models,” J. Geophys. Res., vol. 111, 2006, Art. ID 005952.
15. B. Pinty, T. Lavergne, T. Kaminski, O. Aussedat, R. Giering, N. Gobron, M. Taberner, M. M. Verstraete, M. VoBbeck, and J.-L. Widlowski, “Partitioning the solar radiant fluxes in forest canopies in the presence of snow,” J. Geophys. Res., vol. 113, 2008, Art. ID 009096.
16. B. Pinty, T. Lavergne, M. VoBbeck, T. Kaminski, O. Aussedat, R. Giering, N. G. M. Taberner, M. M. Verstraete, and J.-L. Widlowski, “Retrieving surface parameters for climate models from MODIS and MISR albedo products,” J. Geophys. Res., vol. 112, 2007, Art. ID 008105.
17. B. Pinty, M. Taberner, V. Haemmerle, S. Paradise, E. Vermote, M. M. Verstraete, N. Gobron, and J.-L. Widlowski, “Comparison of MISR and MODIS land surface Albedos—Part II: Global scale statistics,” J. Geophys. Res., 2009.
18. A. Pitman, “The evolution of, and revolution in, land surface schemes designed for climate models,” Int. J. Climatol., vol. 23, pp. 479–510, 2003.
19. J. Qin, S. Liang, X. Li, and J. Wang, “Development of the adjoint model of a canopy radiative transfer model for sensitivity study and inversion of leaf area index,” IEEE Trans. Geosci. Remote Sens., vol. 46, no. 7, pp. 2028–2037, Jul. 2008.
20. C. B. Schaaf, F. Gao, A. H. Strahler, W. Lucht, X. Li, T. Tsang, N. C. Strugnell, X. Zhang, Y. Jin, J. P. Lewis, M. Barnsley, P. Hobson, M. Disney, G. Roberts, M. Dunderdale, C. Doll, R. P. d'Entremont, B. Hu, S. Liang, J. L. Privette, and D. Roy, “First operational BRDF, albedo nadir reflectance products from MODIS,” Remote Sens. Environ., vol. 83, no. 1–2, pp. 135–148, 2002.
21. P. J. Sellers “Canopy reflectance, photosynthesis and transpiration,” Int. J. Remote Sens., vol. 6, pp. 1335–1372, 1985.
22. A. Tarantola, Inverse Problem Theory—Methods for Data Fitting and Model Parameter Estimation. New York: Elsevier, 1987.
23. M. VoBbeck, M. Clerici, T. Kaminski, B. Pinty, T. Lavergne, and R. Giering, “An inverse radiative transfer model of the canopy based on automatic differentiation,” Inverse Problems, submitted for publication.
24. M. VoBbeck, R. Giering, and T. Kaminski, “Development and first applications of TAC++,” in Advances in Automatic Differentiation, C. Bischof, H. M. Bücker, P. D. Hovland, U. Naumann, and J. Utke, Eds. Berlin, Germany: Springer, 2008, Lecture Notes in Computational Science and Engineering, pp. 187–197.