Crop specific LAI retrieval using optical and radar satellite data for regional crop growth monitoring and modelling

Proceedings of SPIE - The International Society for Optical Engineering

Volumn 5976, Issue , 2005, Pages

  Guissard, Vincent ^a   Lucau Danila, Cozmin ^a   Defourny, Pierre ^a  

^a UNIVERSITÉ CATHOLIQUE DE LOUVAIN   (Belgium)

Author keywords

Crop growth modelling; Crop monitoring; Leaf area index; Multiple sensor; Regional scale

Indexed keywords

DATA ACQUISITION; GROWTH KINETICS; OPTICAL SYSTEMS; RADAR SYSTEMS;

CROP GROWTH MODELLING; CROP MONITORING; LEAF AREA INDEX; MULTIPLE SENSOR; REGIONAL SCALE;

CROPS;

DATA PROCESSING; FARM CROPS; GROWTH; OPTICAL INSTRUMENTS; RADAR;

EID: 33244479583     PISSN: 0277786X     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1117/12.627495     Document Type: Conference Paper

References (38)

1. 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, S.W. Running, Global products of vegetation leaf area and fraction absorbed PAR from year one of MODIS data, Remote Sens. Environ., 83, 214-231, 2002.
2. F. Baret, Assimilation of multisensor and multitemporal remote sensing data to monitor soil and vegetation functioning, ReSeDa project Final report, EC research project ENV4CT960326, 2000.
3. V. Guissard, P. Defourny, J-F. Ledent, Crop specific information extraction based on coarse resolution pixel sampling, VEGETATION 2004 proceedings, Antwerpen, 2004.
4. G. Genovese, C. Vignolles, T. Nègre, G. Passera, A methodology for a combined use of normalised difference vegetation index and CORINE land cover data for crop yield monitoring and forecasting. A case study on Spain, Agronomie, 21, 91-111, 2001.
5. E. Auquière, SAR temporal series interpretation and backscattering modelling for maize growth monitoring, 37-38, UCL - Presses universitaires de Louvain, ISBN 2-930344-03-2, Louvain-la-Neuve, 2001.
6. S. Jaquemoud, F. Baret, B. Andrieu, F.M.Danson, K. Jaggard, Extraction of vegetation biophysical parameters by inversion of the PROSPECT + SAIL models on sugar beet canopy reflectance data. Application to TM and AVIRIS sensors, Remote Sens. Environ., 52(3), 163-172, 1995.
7. R.B. Myneni, S. Maggion, J. Iaquinta, J.L. Privette, N. Gobron, B. Pinty, D.S. Kimes, M.M. Verstraete, D.L. Williams, Optical remote sensing of vegetation : modeling, caveats and algorithms, Remote Sens. Envir. 51(1),169-188, 1995.
8. P. Bicheron, M. Leroy, A Method of Biophysical Parameter Retrieval at Global Scale by Inversion of a Vegetation Reflectance Model, Remote Sens. Envir., 67(3),251-266, 1999.
9. H. Fang, S. Liang, A. Kuusk, Retrieving leaf area index using a genetic algorithm with a canopy radiative transfer model, Remote Sens. Envir 85(3),257-270, 2003.
10. M. Weiss, F. Baret, Evaluation of canopy biophysical variable retrieval performances from the accumulation of large swath satellite data, Remote Sens. Envir., 70(3),293:306, 1999.
11. B. Combal, F. Baret, M. Weiss, Imporving canopy variables estimation from remote sensing data by exploiting ancillary information. Case study on sugar beet canopies, Agronomie, 22, 205-215, 2002.
12. F. M. Danson, C.S. Rowland, F. Baret, Training neural network with a canopy reflectance model to estimate crop leaf area index, Int. J. Remote Sens., 24(23),4891-4905, 2003.
13. Y. Wang, C.E. Woodcock, W. Buermann, P. Stenberg, P. Voipio, H. Smolander, T. Häme, Y. Tian, J. Hu, Y. Knyazikhin, R.B. Myneni, Evaluation of the MODIS LAI algorithm at a coniferous forest site in Finland, Remote Sens. Envir. 91(1), 114-127, 2004.
14. H.W. Gausman, Leaf reflectance of near-infrared, Photogram. Eng., 40, 183-191, 1974.
15. J.G.P.W. Clevers, The derivation of a simplified reflectance model for the estimation of leaf area index, Remote Sens. Envir, 25(1), 53-69, 1988.
16. N.J.J. Bunnik, The multispectral reflectance of shortwave radiation by agricultural crops in relation with their morphological and optical properties, Thesis, Meded. Landbouwhogeschool Wageningen, 78-1, 1978.
17. A.R. Huette, A soil-adjusted vegetation index (SAVI), Remote Sens. Envir., 25(3), 295-309, 1988.
18. J.G.P.W. Clevers, The application of a weighted infrared-red vegetation index for estimating leaf area index by correcting for soil moisture, Remote Sens. Envir., 29(1), 25-37, 1989.
19. J.G.P.W. Clevers, LAI estimation by means of the WDVI : a sensitivity analysis with a combined PROSPECT-SAIL model, Remote Sens. Rev., 7, 43-64, 1993.
20. J.M. Chen, G. Pavlic, L. Brown, J. Cihlar, S.G. Leblanc, H.P. White, R.J. Hall, D.R. Peddle, D.J. King, J.A. Trofymow, E. Swift, J. Van der Sanden, P.K.E. Pellikka, Derivation and validation of Canada-wide coare-resolution leaf area index maps using high-resolution satellite imagery and ground measurments, Remote Sens. Envir., 80(1), 165-184, 2002.
21. 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, S.W. Running, Global products of vegetation leaf area and fraction absorbed PAR from year one of MODIS data, Remote Sens. Envir., 83(1-2), 214-231, 2002.
22. B.R. Gardner, B.L. Blad, Evaluation of spectral reflectance models to estimate corn leaf area while minimizing the influence of soil background effects, Remote Sens. Envir., 20(2), 183-193, 1986.
23. C.L. Wiegand, S.J. Maas, J.K. Aase, J.L. Hatfield, P.J.J. Pinter, R.D. Jackson, E.T. Kanemasu, R.L. Lapitan, Multisite analysis of spectral biophysical data for wheat, Remote Sens. Envir., 42(1), 1-21, 1992.
24. R.J. Hall, D.P. Davidson, D.R. Peddle, Ground and remote estimation of leaf area index in Rocky Montain forest stands, Kananaskis, Alberta, Can. J. Remote Sens., 29(3), 411-427, 2003.
25. E. P. W. Attema, F. T. Ulaby, Vegetation modelled as a water cloud, Radio Science, 13, 357-364, 1978.
26. G. Cookmartin, P. Saich, S. Quegan, R. Cordey, P. Burgess-Allen, A. Sowter, Using Backscatter Models to Define the Limits of Crop Information Recovery from SAR Data, ESA SP-441: Proc, 2d International Workshop on Retrieval of Bio- and Geo-physical Parameters from SAR Data for Land Applications, Noordwijk, The Netherlands, 21-23 Oct. 1998, ESA, 107-114, 1998.
27. F. Mattia, L. Dente, G. Satalino, T. Le Toan, Sensitivity of ASAR AP data to wheat crop parameters, Proc., 2004 ENVISAT & ASAR Symposium, Salzburg, Austria, 6-10 Sept. 2004, ESA SP-572, 2005.
28. E.A. Cloutis, D.R. Connery, F.J. Dover, Agricultural Crop Monitoring Using Airborne Multi - Spectral Imagery and C - Band Synthetic Aperture Radar, Int. J. of Remote Sens., 20(4), 767-787, 1999.
29. E. Auquiere, SAR temporal series interpretation and backscattering modelling for maize growth monitoring, Ph thesis, UCL, Presses Universitaires de Louvain, 2001.
30. H. Xu, M.D. Steven, K.W. Jaggard, Monitoring leaf area of sugar beet using ERS - 1 SAR data, Int. J. Remote Sens., 17, 3401-3410, 1996.
31. Y. Inoue, T. Kurosu, H. Maeno, S. Uratsuja, T. Kozu, K. Dabrowska-Zielinska, J. Qi, ESeason-long daily measurements of multifrequency (Ka, Ku, X, C and L) and full-polarization backscatter signatures over paddy rice field and their relationship with biological variables, Remote Sens. Environ., 81, 194-204, 2002.
32. L. Prévot, I. Champion, G. Guyot, Estimating surface soil moisture and leaf area index of a wheat canopy using a dual-frequency (C and X bands) scatterometer, Remote Sens. Environ., 46, 331-339, 1993.
33. JP. Wigneron, M. Fouilhoux, L. Prevot, A. Chazny, A. Olioso, N. Baghdadi, C. King, Monitoring sunflower crop development from C-band radar observations, Agronomie, 22(6), 587-595, 2002.
34. G. Macelloni, S. Paloscia, P. Pampaloni, R. Ruisi, M. Dechambre, R. Valentin, A. Chazny, L. Prevot, N. Bruguier, Modelling radar backscatter from crops during the growth cycle, Agronomie, 22(6), 575-579, 2002.
35. P. Ferrazzoli, A. Della-Vecchia, L. Guerriero, L. Dente, F. Mattia, G. Satalino, T. Strozzi, U. Wegmüller, Influence of geometrical factors and permittivity models on crop backscattering at C band, Proc. 4th Int. Symposium on Retrieval of Bio- and Geophysical Parameters from SAR Data for Land Applications, Innsbruck, 16-19 nov 2004.
36. D. Belayew, A. Froment, C. Hallet, F. Orban, C. Van der Kaa, Etat de l'Environnement Wallon, Paysage, Ministère de la Région Wallonne, Direction générale des Ressources naturelles et de l'Environnement, 1996.
37. H. Raman, G. Dedieu, SMAC : a simplified method for the amospheric correction of satellite measurement in the solar spectrum, Int. J. Remote Sens., 15(1), 123-143, 1994.
38. L.M.H. Ulander, Radiometric slope correction of synthetic aperture radar images, IEEE Transactions on Geoscience and Remote Sensing, 34(5), 1115-1122, 1996.