TIP: Two-stream Inverse Package


TIP ...


The two-stream scheme underlying TIP is described in Pinty et al. (2006), and its source code along with further information is available at JRC. TIP (Pinty et al., 2007) implements the tangent, adjoint, and Hessian codes (Voßbeck et al., 2008) of a cost function balancing 1) the misfit between observed and modeled remote sensing fluxes and 2) the deviation from prior knowledge on the one dimensional model parameter values. This procedure delivers a Gaussian approximation of the probability density functions (PDFs) of the retrieved model parameters which characterise the radiative status of the vegetation-soil system. In this procedure the adjoint code is used to efficiently provide the derivative of the cost function with respect to the parameters to a gradient algorithm for minimisation. The propagation of uncertainties from the observations to the model parameters is achieved via the Hessian of the cost function and yields a covariance matrix of posterior parameter uncertainties. This matrix is propagated to the radiation fluxes via the model's Jacobian matrix of first derivatives. This provides a Gaussian approximation of the posterior PDFs of the transmitted, absorbed and scattered fluxes within the vegetation layer, included those that are not measured, for example, the fraction absorbed by the background below vegetation. The system is highly flexible and can assimilate any combination of narrowband, broadband or hyperspectral radiation flux observations. Another definite asset of the TIP lies in its capability to control and ultimately relax a number of assumptions that are often implicit in traditional approaches.


There is a series of successful TIP applications:

Pinty et al. (2011d)
present a global analysis of the enhancement of absorption in the canopy through radiation reflected from the background in the presence of snow.
Pinty et al. (2011c)
show a site-level validation of TIP products against in-situ observations.
Pinty et al. (2011a) and Pinty et al. (2011b)
present global TIP products at 1km resolution derived from MODIS broadband albedos.
Clerici et al. (2010) and Voßbeck et al. (2010)
derive and demonstrate so-called TIP-tables of TIP solutions over a 2 dimensional albedo input space.
Pinty et al. (2008)
investigate TIP behaviour in the presence of snow.
Pinty et al. (2007)
introduce TIP and apply it over a set of selected sites.


The following TIP products are available:

1 km, global, 10-daily, 1981-present,
Copernicus Data Store, versions >=2.0
1 km, global, daily, 1982-2015,
from QA4ECV
1 km, global, 8-daily, 2002-2011,
based on GlobAlbedo BHRs from ESA-MERIS and SPOT-VEGETATION
1 km, global, 2000-2012
derived from MODIS broadband albedos (see Pinty et al., 2011a and Pinty et al., 2011b), all model parameters and radiation fluxes, together with uncertainty ranges (approximately 1.2 TB). You can either download this product (send email to TIP/Insert @ manually/FastOpt.com to request access credentials or activate the ftp) or send a hard disk onto which we copy the data.

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