Retrieval of leaf biochemical parameters using PROSPECT inversion: A new approach for alleviating ill-posed problems

IEEE Transactions on Geoscience and Remote Sensing

Volumn 49, Issue 7, 2011, Pages 2499-2506

  Li, Pingheng ^a   Wang, Quan ^b  

^a XINJIANG INSTITUTE OF ECOLOGY AND GEOGRAPHY   (China)

^b SHIZUOKA UNIVERSITY   (Japan)

Author keywords

Ill posed; leaf biochemistry; model inversion; PROSPECT; sensitivity analysis (SA)

Indexed keywords

ARTIFICIAL DATA; BIOCHEMICAL PARAMETERS; CHLOROPHYLL CONTENTS; EQUIVALENT WATER THICKNESS; FIELD-MEASURED DATA; ILL POSED; ILL POSED PROBLEM; IN-SITU MEASURED DATA; INVERSE MODELS; INVERSION MODELS; LEAF BIOCHEMISTRY; LEAF MASS PER AREA; MERIT FUNCTION; MODEL INVERSION; PROSPECT; PROSPECT MODEL; REFLECTANCE MEASUREMENTS; ROOT-MEAN-SQUARE ERRORS; SIMULATED DATA; WAVELENGTH DOMAINS;

CHLOROPHYLL; DATA FLOW ANALYSIS; EULER EQUATIONS; INVERSE PROBLEMS; PROBLEM SOLVING; SENSITIVITY ANALYSIS; STANDARDS; WATER CONTENT;

COMPUTER SIMULATION;

BIOCHEMISTRY; CHLOROPHYLL; DATA INVERSION; ERROR CORRECTION; LEAF; LEAF AREA INDEX; MODEL VALIDATION; PARAMETERIZATION; RADIATIVE TRANSFER; REFLECTANCE; SENSITIVITY ANALYSIS; WATER CONTENT; WAVELENGTH;

EID: 79959767766     PISSN: 01962892     EISSN: None     Source Type: Journal    
DOI: 10.1109/TGRS.2011.2109390     Document Type: Article

References (34)

1. D. L. Peterson and G. S. Hubbard, "Scientific issues and potential remotesensing requirements for plant biochemical content," J. Imaging Sci. Technol., vol. 36, pp. 446-456, 1992.
2. G. le Maire, C. François, K. Soudani, D. Berveille, J. Y. Pontailler, N. Bréda, H. Genet, H. Davi, and E. Dufrěne, "Calibration and validation of hyperspectral indices for the estimation of broadleaved forest leaf chlorophyll content, leaf mass per area, leaf area index and leaf canopy biomass," Remote Sens. Environ., vol. 112, no. 10, pp. 3846-3864, Oct. 2008.
3. S. Jacquemoud and F. Baret, "PROSPECT: A model of leaf optical properties spectra," Remote Sens. Environ., vol. 34, no. 2, pp. 74-91, Nov. 1990.
4. S. Jacquemoud, S. L. Ustin, J. Verdebout, G. Schmuck, G. Andreoli, and B. Hosgood, "Estimating leaf biochemistry using the PROSPECT leaf optical properties model," Remote Sens. Environ., vol. 56, no. 3, pp. 194-202, Jun. 1996.
5. T. P. Dawson, P. J. Curran, and S. E. Plummer, "LIBERTY-Modeling the effects of leaf biochemical concentration on reflectance spectra," Remote Sens. Environ., vol. 65, no. 1, pp. 50-60, Jul. 1998. (Pubitemid 29363050)
6. B. D. Ganapol, L. F. Johnson, P. D. Hammer, C. A. Hlavka, and D. L. Peterson, "LEAFMOD: A new within-leaf radiative transfer model," Remote Sens. Environ., vol. 63, no. 2, pp. 182-193, Feb. 1998. (Pubitemid 29360415)
7. P. Ceccato, S. Flasse, S. Tarantola, S. Jacquemoud, and J. M. Grégoire, "Detecting vegetation leaf water content using reflectance in the optical domain," Remote Sens. Environ., vol. 77, no. 1, pp. 22-33, Jul. 2001. (Pubitemid 32667753)
8. D. Riaño, P. Vaughan, E. Chuvieco, P. J. Zarco-Tejada, and S. L. Ustin, "Estimation of fuel moisture content by inversion of radiative transfer models to simulate equivalent water thickness and dry matter content: Analysis at leaf and canopy level," IEEE Trans. Geosci. Remote Sens., vol. 43, no. 4, pp. 819-826, Apr. 2005. (Pubitemid 40476025)
9. R. Colombo, M. Meroni, A. Marchesi, L. Busetto, M. Rossini, C. Giardino, and C. Panigada, "Estimation of leaf and canopy water content in poplar plantations by means of hyperspectral indices and inverse modeling," Remote Sens. Environ., vol. 112, no. 4, pp. 1820-1834, Apr. 2008. (Pubitemid 351384727)
10. J. B. Feret, C. François, G. P. Asner, A. A. Gitelson, R. E. Martin, L. Bidel, S. L. Ustin, G. le Maire, and S. Jacquemoud, "PROSPECT-4 and 5: Advances in the leaf optical properties model separating photosynthetic pigments," Remote Sens. Environ., vol. 112, no. 6, pp. 3030-3043, Jun. 2008.
11. A. V. Di Vittorio, "Enhancing a leaf radiative transfer model to estimate concentrations and in vivo specific absorption coefficients of total carotenoids and chlorophylls a and b from single-needle reflectance and transmittance," Remote Sens. Environ., vol. 113, no. 9, pp. 1948-1966, Sep. 2009.
12. J. Verdebout, S. Jacquemoud, and G. Schmuck, "Optical properties of leaves: Modelling and experimental studies," in Imaging Spectrometry-A Tool for Environmental Observations, J. Hill and J.Mgier, Eds. Brussels, Belgium: ECSC, EEC, EAEC, 1994, pp. 169-191.
13. S. Jacquemoud and S. L. Ustin, Leaf optical properties: A state of the art, 2003. [Online]. Available: http://www.cstars.ucdavis.edu/papers/pdf/ jacquemoudetal2001a.pdf
14. F. Baret and T. Fourty, "Estimation of leaf water content and specific leaf weight from reflectance and transmittance measurements," Agronomie, vol. 17, pp. 455-464, 1997. (Pubitemid 28180910)
15. T. Fourty, F. Baret, S. Jacquemoud, G. Schmuck, and G. Verdebout, "Leaf optical properties with explicit description of its biochemical composition: Direct and inverse problems," Remote Sens. Environ., vol. 56, no. 2, pp. 104-117, May 1996. (Pubitemid 26352592)
16. G. le Maire, C. François, and E. Dufrěne, "Towards universal deciduous broad leaf chlorophyll indices using PROSPECT simulated database and hyperspectral reflectance measurements," Remote Sens. Environ., vol. 89, no. 1, pp. 1-28, Jan. 2004. (Pubitemid 38178919)
17. L. Bousquet, S. Lachérade, S. Jacquemoud, and I. Moya, "Leaf BRDF measurement and model for specular and diffuse component differentiation," Remote Sens. Environ., vol. 98, no. 2/3, pp. 201-211, Oct. 2005. (Pubitemid 41395068)
18. B. Combal, F. Baret, M. Weiss, A. Trubuil, D. Macé, A. Pragnére, Y. Knyazikhin, and L. Wang, "Retrieval of canopy biophysical variables from bidirectional reflectance: Using prior information to solve the illposed inverse problem," Remote Sens. Environ., vol. 84, no. 1, pp. 1-15, Jan. 2003. (Pubitemid 35409419)
19. Y. F. Wang, W. X. Li, Z. Nashed, F. Zhao, H. Yang, Y. Guan, and H. Zhang, "Regularized kernel-based BRDF model inversion method for ill-posed land surface parameter retrieval," Remote Sens. Environ., vol. 111, no. 1, pp. 36-50, Nov. 2007. (Pubitemid 47445679)
20. F. M. Danson and P. Bowyer, "Estimating live fuel moisture content from remotely sensed reflectance," Remote Sens. Environ., vol. 92, no. 3, pp. 309-321, Aug. 2004. (Pubitemid 40047455)
21. M. Yebra, E. Chuvieco, and D. Riaño, "Estimation of live fuel moisture content from MODIS images for fire risk assessment," Agric. Forest Meteorol., vol. 148, no. 4, pp. 523-536, Apr. 2008.
22. M. Yebra and E. Chuvieco, "Linking ecological information and radiative transfer models to estimate fuel moisture content in the Mediterranean region of Spain: Solving the ill-posed inverse problem," Remote Sens. Environ., vol. 113, no. 11, pp. 2403-2411, Nov. 2009.
23. Q. Wang, A. Iio, J. Tenhunen, and Y. Kakubari, "Annual and seasonal variations in photosynthetic capacity of Fagus crenata along elevation gradient in the Naeba Mountains, Japan," Tree Physiol., vol. 28, no. 2, pp. 277-285, Feb. 2008a. (Pubitemid 351373788)
24. Q. Wang, A. Iio, and Y. Kakubari, "Broadband simple ratio closely traced seasonal trajectory of canopy photosynthetic capacity," Geophys. Res. Lett., vol. 35, p. L07401, 2008b. doi:10.1029/2008GL033619. (Pubitemid 351858630)
25. J. A. Gamon, A. F. Rahman, J. L. Dungan, M. Schildhauer, and K. F. Huemmrich, "Spectral network (SpecNet)-What is it and why do we need it," Remote Sens. Environ., vol. 103, no. 3, pp. 227-235, Aug. 2006. (Pubitemid 44160485)
26. D. I. Arnon, "Copper enzymes in isolated chloroplasts. Polyphenoloxidase in Beta vulgaris," Plant Physiol., vol. 24, no. 1, pp. 1-15, Jan. 1949.
27. S. Jacquemoud, C. Bacour, H. Poilvé, and J. P. Frangi, "Comparison of four radiative transfer models to simulate plant canopies reflectance-Direct and inverse mode," Remote Sens. Environ., vol. 74, no. 3, pp. 471-481, Dec. 2000. (Pubitemid 32139650)
28. I. M. Sobol, "Sensitivity estimates for nonlinear mathematical models," Math. Model. Comput. Experiment, vol. 1, pp. 407-414, 1993.
29. A. Saltelli, K. Chan, and M. Scott, Sensitivity Analysis. Chichester, U.K.: Wiley, 2000.
30. A. R. Conn, N. I. M. Gould, and P. L. Toint, "A globally convergent augmented Lagrangian algorithm for optimization with general constraints and simple bounds," Math. Comput., vol. 66, pp. 261-288, 1997.
31. P. C. Williams, "Variables affecting near-infrared reflectance spectroscopic analysis," in Near-Infrared Technology in the Agricultural and Food Industries, P. C. Williams and K. H. Norris, Eds. St. Paul, MN: Amer. Assoc. Cereal Chemists, 1987, pp. 143-167.
32. G. J. Newnham and T. Burt, "Validation of a leaf reflectance and transmittance model for three agricultural crop species," in Proc. IEEE IGARSS, 2001, vol. 7, pp. 2976-2978. (Pubitemid 34221853)
33. S. Jacquemoud, W. Verhoef, W. 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, pp. S56-S66, Sep. 2009.
34. P. Bowyer and F. M. Danson, "Sensitivity of spectral reflectance to variation in live fuel moisture content at leaf and canopy level," Remote Sens. Environ., vol. 92, no. 3, pp. 297-308, Aug. 2004. (Pubitemid 40047454)