Using thermal time and pixel purity for enhancing biophysical variable time series: An interproduct comparison

IEEE Transactions on Geoscience and Remote Sensing

Volumn 51, Issue 4, 2013, Pages 2119-2127

  Duveiller, Grégory ^a   Baret, Frédéric ^b   Defourny, Pierre ^c  

^a JOINT RESEARCH CENTRE   (Italy)

^b UAPV   (France)

^c UNIVERSITÉ CATHOLIQUE DE LOUVAIN   (Belgium)

Author keywords

Canopy structural dynamic model (CSDM); crop monitoring; green area index (GAI); leaf area index (LAI); spatial purity; temporal smoothness; thermal time

Indexed keywords

CANOPY STRUCTURAL DYNAMIC MODEL (CSDM); CROP MONITORING; GREEN AREAS; LEAF AREA INDEX; SPATIAL PURITY; TEMPORAL SMOOTHNESS; THERMAL TIME;

CROPS; DYNAMIC MODELS; PIXELS; RADIOMETERS; SATELLITE IMAGERY; STRUCTURAL DYNAMICS;

TIME SERIES;

BIOPHYSICS; CANOPY ARCHITECTURE; COMPARATIVE STUDY; DATA SET; LEAF AREA INDEX; MODIS; MONITORING; NUMERICAL MODEL; PIXEL; SATELLITE IMAGERY; SPATIAL RESOLUTION; TIME SERIES;

TRITICUM AESTIVUM;

EID: 84875729390     PISSN: 01962892     EISSN: None     Source Type: Journal    
DOI: 10.1109/TGRS.2012.2226731     Document Type: Article

References (48)

1. R. A. Schowengerdt, Remote Sensing: Models and Methods for Image Processing, 3rd ed. San Diego, CA: Academic, 2007, pp. 1-515.
2. M. D. Steven, T. J. Malthus, F. Baret, H. Xu, and M. J. Chopping, "Intercalibration of vegetation indices from different sensor systems," Remote Sens. Environ., vol. 88, no. 4, pp. 412-422, Dec. 2003. (Pubitemid 38178934)
3. N. Gobron, B. Pinty, and M. Verstraete, "Theoretical limits to the estimation of the leaf area index on the basis of visible and near-infrared remote sensing data," IEEE Trans. Geosci. Remote Sens., vol. 35, no. 6, pp. 1438-1445, Nov. 1997. (Pubitemid 127771180)
4. C. Atzberger, K. Richter, F. Vuolo, R. Darvishzadeh, and M. Schlerf, "Why confining to vegetation indices? Exploiting the potential of improved spectral observations using radiative transfer models," in Proc. SPIE, 2011, vol. 8174, p. 817 40Q.
5. J. M. Chen and T. A. Black, "Defining leaf area index for non-flat leaves," Plant, Cell Environ., vol. 15, no. 4, pp. 421-429, May 1992. (Pubitemid 23400485)
6. W. Dorigo, R. Zurita-Milla, A. de Wit, J. Brazile, R. Singh, and M. Schaepman, "A review on reflective remote sensing and data assimilation techniques for enhanced agroecosystem modeling," Int. J. Appl. Earth Observ. Geoinf., vol. 9, no. 2, pp. 165-193, May 2007. (Pubitemid 46546146)
7. R. B. Myneni, S. Hoffman, Y. Knyazikhin, J. L. Privette, J. Glassy, Y. Tian, Y. Wang, X. Song, Y. Zhang, G. R. Smith, A. Lotsch, M. Friedl, J. T. Morisette, P. Votava, R. R. Nemani, and S. W. Running, "Global products of vegetation leaf area and fraction absorbed PAR from year one of MODIS data," Remote Sens. Environ., vol. 83, no. 1/2, pp. 214-231, Nov. 2002. (Pubitemid 35307470)
8. F. Baret, O. Hagolle, B. Geiger, P. Bicheron, B. Miras, M. Huc, B. Berthelot, F. Nino, M. Weiss, O. Samain, J. L. Roujean, and M. Leroy, "LAI, fAPAR and fCover CYCLOPES global products derived from VEGETATION: Part 1: Principles of the algorithm," Remote Sens. Environ., vol. 110, no. 3, pp. 275-286, Oct. 2007. (Pubitemid 47299238)
9. M. Weiss, F. Baret, S. Garrigues, and R. Lacaze, "LAI and fAPAR CYCLOPES global products derived from VEGETATION. Part 2: Validation and comparison with MODIS collection 4 products," Remote Sens. Environ., vol. 110, no. 3, pp. 317-331, Oct. 2007. (Pubitemid 47285205)
10. S. Garrigues, R. Lacaze, F. Baret, J. T. Morisette, M. Weiss, J. E. Nickeson, R. Fernandes, S. Plummer, N. V. Shabanov, R. B. Myneni, Y. Knyazikhin, and W. Yang, "Validation and intercomparison of global leaf area index products derived from remote sensing data," J. Geophys. Res.-Biogeosci., vol. 113, no. G2, p. G02 028, Jun. 2008.
11. H. Fang, S. Wei, and S. Liang, "Validation of MODIS and CYCLOPES LAI products using global field measurement data," Remote Sens. Environ., vol. 119, pp. 43-54, Apr. 2012.
12. M. Pandya, R. Singh, K. Chaudhari, G. Bairagi, R. Sharma, V. Dadhwal, and J. Parihar, "Leaf area index retrieval using IRS LISS-III sensor data and validation of the MODIS LAI product over central India," IEEE Trans. Geosci. Remote Sens., vol. 44, no. 7, pp. 1858-1865, Jul. 2006. (Pubitemid 44109506)
13. W. Z. Yang, B. Tan, D. Huang, M. Rautiainen, N. V. Shabanov, Y. Wang, J. L. Privette, K. F. Huemmrich, R. Fensholt, I. Sandholt, M. Weiss, D. E. Ahl, S. T. Gower, R. R. Nemani, Y. Knyazikhin, and R. B. Myneni, "MODIS leaf area index products: From validation to algorithm improvement," IEEE Trans. Geosci. Remote Sens., vol. 44, no. 7, pp. 1885-1898, Jul. 2006.
14. Y. Yi, D. Yang, J. Huang, and D. Chen, "Evaluation of MODIS surface reflectance products for wheat leaf area index (LAI) retrieval," ISPRS J. Photogramm. Remote Sens., vol. 63, no. 6, pp. 661-677, Nov. 2008.
15. A. Abuelgasim, R. Fernandes, and S. Leblanc, "Evaluation of national and global LAI products derived from optical remote sensing instruments over Canada," IEEE Trans. Geosci. Remote Sens., vol. 44, no. 7, pp. 1872-1884, Jul. 2006.
16. W. Cohen, T. Maiersperger, D. Turner, W. Ritts, D. Pflugmacher, R. Kennedy, A. Kirschbaum, S. Running, M. Costa, and S. Gower, "MODIS land cover and LAI collection 4 product quality across nine sites in the western hemisphere," IEEE Trans. Geosci. Remote Sens., vol. 44, no. 7, pp. 1843-1857, Jul. 2006. (Pubitemid 44109505)
17. F. Canisius, R. Fernandes, and J. Chen, "Comparison and evaluation of Medium Resolution Imaging Spectrometer leaf area index products across a range of land use," Remote Sens. Environ., vol. 114, no. 5, pp. 950-960, May 2010.
18. "Systematic Observation Requirements for Satellite-Based Products for Climate," UN Environ. Programme, Nairobi, Kenya, Tech. Rep. GCOS-107, WMO/TD No. 1338, 2006.
19. Y. Si, M. Schlerf, R. Zurita-Milla, A. Skidmore, and T. Wang, "Mapping spatio-temporal variation of grassland quantity and quality using MERIS data and the PROSAIL model," Remote Sens. Environ., vol. 121, pp. 415-425, Jun. 2012.
20. G. Duveiller,M.Weiss, F. Baret, and P. Defourny, "Retrieving wheat green area index during the growing season from optical time series measurements based on neural network radiative transfer inversion," Remote Sens. Environ., vol. 115, no. 3, pp. 887-896, Mar. 2011.
21. G. le Maire, C. Marsden,W. Verhoef, F. J. Ponzoni, D. L. Seen, A. Begue, J.-L. Stape, and Y. Nouvellon, "Leaf area index estimation with MODIS reflectance time series and model inversion during full rotations of Eucalyptus plantations," Remote Sens. Environ., vol. 115, no. 2, pp. 586-599, Feb. 2011.
22. G. Duveiller and P. Defourny, "A conceptual framework to define the spatial resolution requirements for agricultural monitoring using remote sensing," Remote Sens. Environ., vol. 114, no. 11, pp. 2637-2650, Nov. 2010.
23. G. Duveiller, F. Baret, and P. Defourny, "Crop specific green area index retrieval from MODIS data at regional scale by controlling pixel-target adequacy," Remote Sens. Environ., vol. 115, no. 10, pp. 2686-2701, Oct. 2011.
24. G. Duveiller, F. Baret, and P. Defourny, "Remotely-sensed green area index for winter wheat crop monitoring: 10-year assessment at regional scale over a fragmented landscape," Agr. Forest Meteorol., vol. 166/167, pp. 156-168, Dec. 2012.
25. V. Guissard, P. Defourny, and J.-F. Ledent, "Crop specific information extraction based on coarse resolution pixel sampling," in Proc. 2nd VEGETATION Int. User Conf., Antwerp, Belgium, 2004, pp. 391-398.
26. J. H. Kastens, T. L. Kastens, D. L. Kastens, K. P. Price, E. A. Martinko, and R.-Y. Lee, "Image masking for crop yield forecasting using AVHRR NDVI time series imagery," Remote Sens. Environ., vol. 99, no. 3, pp. 341-356, Nov. 2005. (Pubitemid 41572631)
27. P. Jamieson, M. Semenov, I. Brooking, and G. Francis, "Sirius: A mechanistic model of wheat response to environmental variation," Eur. J. Agronom., vol. 8, no. 3/4, pp. 161-179, Apr. 1998.
28. B. Koetz, F. Baret, H. Poilve, and J. Hill, "Use of coupled canopy structure dynamic and radiative transfer models to estimate biophysical canopy characteristics," Remote Sens. Environ., vol. 95, no. 1, pp. 115-124, Mar. 2005. (Pubitemid 40240811)
29. B. Atwell, P. Kriedemann, and C. Turnbull, Plants in Action: Adaption in Nature, Performance in Cultivation, 1st ed. New York: MacMillan, 1999.
30. S. Jacquemoud and F. Baret, "PROSPECT: A model of leaf optical properties spectra," Remote Sens. Environ., vol. 34, no. 2, pp. 75-91, Nov. 1990.
31. W. Verhoef, "Light scattering by leaf layers with application to canopy reflectance modeling: The SAIL model," Remote Sens. Environ., vol. 16, no. 2, pp. 125-141, Oct. 1984.
32. A. Kuusk, "The hot spot effect in plant canopy reflectance," in Photon-Vegetation Interactions. Applications in Optical Remote Sensing and Plant Ecology, R. B. Myneni and J. Ross, Eds. Berlin, Germany: Springer-Verlag, 1991, pp. 139-159.
33. F. Baret, S. Jacquemoud, G. Guyot, and C. Leprieur, "Modeled analysis of the biophysical nature of spectral shifts and comparison with information content of broad bands," Remote Sens. Environ., vol. 41, no. 2/3, pp. 133-142, Aug./Sep. 1992.
34. S. Jacquemoud, W. Verhoef, F. Baret, C. Bacour, P. J. Zarco-Tejada, G. P. Asner, C. François, and S. L. Ustin, "PROSPECT + SAIL models: A review of use for vegetation characterization," Remote Sens. Environ., vol. 113, no. S1, pp. S56-S66, Sep. 2009.
35. G. S. McMaster and W. W. Wilhelm, "Growing degree-days: One equation, two interpretations," Agr. Forest Meteorol., vol. 87, no. 4, pp. 291-300, Dec. 1997. (Pubitemid 28042860)
36. F. Baret, "Contribution au suivi radiométrique de cultures de céréales," Ph.D. dissertation, Université de Paris-Sud, Orsay, France, 1986.
37. A. Bsaibes, D. Courault, F. Baret, M. Weiss, A. Olioso, F. Jacob, O. Hagolle, O. Marloie, N. Bertrand, V. Desfond, and F. Kzemipour, "Albedo and LAI estimates from FORMOSAT-2 data for crop monitoring," Remote Sens. Environ., vol. 113, no. 4, pp. 716-729, Apr. 2009.
38. Z. Xiao, S. Liang, J. Wang, J. Song, and X. Wu, "A temporally integrated inversion method for estimating leaf area index from MODIS data," IEEE Trans. Geosci. Remote Sens., vol. 47, no. 8, pp. 2536-2545, Aug. 2009.
39. B. Tan, J. Morisette, R. Wolfe, F. Gao, G. Ederer, J. Nightingale, and J. Pedelty, "An enhanced TIMESAT algorithm for estimating vegetation phenology metrics from MODIS data," IEEE J. Sel. Top. Appl. Earth Observ. Remote Sens., vol. 4, no. 2, pp. 361-371, Jun. 2011.
40. Y. Knyazikhin, J. Martonchik, R. Myneni, D. Diner, and S. Running, "Synergistic algorithm for estimating vegetation canopy leaf area index and fraction of absorbed photosynthetically active radiation from MODIS and MISR data," J. Geophys. Res., vol. 103, no. D24, pp. 32 257-32 275, Dec. 1998. (Pubitemid 128665636)
41. Y. Knyazikhin, J. V. Martonchik, D. J. Diner, R. B. Myneni,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. D24, pp. 32 239-32 256, Dec. 1998. (Pubitemid 128665635)
42. M. Meroni, C. Atzberger, C. Vancutsem, N. Gobron, F. Baret, R. Lacaze, H. Eerens, and O. Leo, "A protocol for the evaluation of agreement between space remote sensing time series and application to SPOT-VEGETATION fAPAR products," IEEE Trans. Geosci. Remote Sens., to be published.
43. F. Petitjean, A. Ketterlin, and P. Gançarski, "A global averaging method for dynamic time warping, with applications to clustering," Pattern Recognit., vol. 44, no. 3, pp. 678-693, Mar. 2011.
44. D.Wang and S. Liang, "IntegratingMODIS and CYCLOPES leaf area index products using empirical orthogonal functions," IEEE Trans. Geosci. Remote Sens., vol. 49, no. 5, pp. 1513-1519, May 2011.
45. F. Baret and M. Weiss, "Towards an Operational GMES Land Monitoring Core Service, BioPar Methods Compendium LAI, FAPAR, FCOVER, NDVI," Geoland2, Immenstaad, Germany, Tech. Rep., 2010.
46. J. Angus, D. Mackenzie, R. Morton, and C. Schafer, "Phasic development in field crops II. Thermal and photoperiodic responses of spring wheat," Field Crops Res., vol. 4, pp. 269-283, 1981.
47. X. Yin, M. J. Kropff, G. McLaren, and R.M. Visperas, "A nonlinear model for crop development as a function of temperature," Agr. Forest Meteorol., vol. 77, no. 1, pp. 1-16, Nov. 1995. (Pubitemid 3000121)
48. W. Yan and L. A. Hunt, "An equation for modelling the temperature response of plants using only the cardinal temperatures," Ann. Botany, vol. 84, no. 5, pp. 607-614, Nov. 1999. (Pubitemid 29532268)