L. Kergoat et al., SATELLITE MEASUREMENTS AS A CONSTRAINT ON ESTIMATES OF VEGETATION CARBON BUDGET, Tellus. Series B, Chemical and physical meteorology, 47(1-2), 1995, pp. 251-263
A methodology for coupling prognostic models of vegetation and remote
sensing measurements is presented. This approach, based on control the
ory, postulates that errors in model parameters or initial states can
be corrected, by minimizing the differences between satellite observat
ions and modelled reflectances. These reflectances are computed from m
odel state variables, (carbon in the leaves) with a direct ''scene'' m
odel. The differences between this approach and previous studies deali
ng with the coupling of satellite data and vegetation modelling are br
iefly discussed. A synthetic experiment with a generic vegetation mode
l, designed for carbon cycle investigations, shows that processes such
as allocation of carbon to the leaves and phenological behavior of a
deciduous-forest canopy can be controlled, and that carbon exchanges e
stimation can then be improved. Furthermore, we show that assimilation
of-real satellite observations in a crop model leads to improved simu
lation of vegetation functioning, as ground-truth information confirms
that a good retrieval of the sowing date, the control parameter, is a
chieved. Finally, we point out the interests and requisites for applic
ation to natural vegetation carbon fluxes estimations at the global sc
ale.