M. Weiss et al., Investigation of a model inversion technique to estimate canopy biophysical variables from spectral and directional reflectance data, AGRONOMIE, 20(1), 2000, pp. 3-22
The objective of this study was to assess the ability to estimate canopy bi
ophysical variables from remote sensing data observed at the top of the can
opy in several directions and wavebands within the visible-near infrared do
main. The variables considered were the leaf area index, leaf chlorophyll c
ontent, the fraction of photosynthetically active radiation absorbed by the
canopy and the cover fraction. The SAIL radiative transfer model was inver
ted using a simple technique based on look-up-tables. The size of the look-
up-table, and the number of its elements selected to get a distribution of
the solution were first determined. The nadir reflectance in the red and ne
ar-infrared bands was considered to evaluate the retrieval performances in
terms of the distributions and co-distributions of the solutions. The optim
al spectral and directional sampling to estimate the variables considered w
as investigated Finally, the impact of spatial heterogeneity on the retriev
al performances, the effect of the model assumptions used to generate the l
ook-up table and the effect of radiometric noise were evaluated. These resu
lts were discussed in view of the definition of future satellites and the s
election of the best measurement configuration for accurate estimation of c
anopy characteristics.