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1 Spatial Modelling of the Terrestrial Environment - Georeferencial

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64 <strong>Spatial</strong> <strong>Modelling</strong> <strong>of</strong> <strong>the</strong> <strong>Terrestrial</strong> <strong>Environment</strong><br />

(1993), or <strong>the</strong>y can be simplified by assuming that <strong>the</strong> scattering effects (and hence<br />

<strong>the</strong> phase functions) are negligible, as <strong>the</strong>y are in <strong>the</strong> ‘simple’ model <strong>of</strong> Ulaby et al.<br />

(1986) and <strong>the</strong> ‘extended Wilheit’ (1978) model (Lee et al., 2002a). Both <strong>the</strong> simple<br />

model and <strong>the</strong> extended Wilheit (1978) model are only valid at longer wavelengths<br />

where <strong>the</strong> dimensions <strong>of</strong> portions <strong>of</strong> <strong>the</strong> canopy are <strong>of</strong> <strong>the</strong> same order <strong>of</strong> magnitude as<br />

<strong>the</strong> wavelength <strong>of</strong> <strong>the</strong> radiation detected. These three approaches are discussed fur<strong>the</strong>r<br />

below.<br />

Discrete Model. Discrete models estimate <strong>the</strong> scattering phase functions and <strong>the</strong> absorption<br />

and scattering coefficients from measurements <strong>of</strong> <strong>the</strong> vegetation characteristics. Discs<br />

are used to represent leaves and finite cylinders <strong>the</strong> stems <strong>of</strong> vegetation. Numerical solutions<br />

<strong>of</strong> equations (2) and (3) can <strong>the</strong>n be calculated and <strong>the</strong> microwave brightness temperature<br />

above <strong>the</strong> canopy estimated. Wigneron et al. (1993) and Ferrazzoli et al. (2000) discussed<br />

two different versions <strong>of</strong> a discrete model in detail. An example <strong>of</strong> <strong>the</strong> application <strong>of</strong> <strong>the</strong><br />

discrete model is given by Burke et al. (1999) who used <strong>the</strong> Wigneron et al. (1993) model<br />

to successfully predict <strong>the</strong> time series <strong>of</strong> brightness temperatures measured over a soybean<br />

canopy using a truck-mounted L-band radiometer.<br />

Simple Model. The simple model assumes that <strong>the</strong> scattering phase functions and, thus,<br />

<strong>the</strong> final term in equations 2 and 3 above are negligible. The brightness temperature above<br />

<strong>the</strong> vegetation canopy is <strong>the</strong>n given by <strong>the</strong> sum <strong>of</strong> <strong>the</strong> emission from <strong>the</strong> soil (<strong>the</strong> first term<br />

in equation (4) below), <strong>the</strong> upward emission from <strong>the</strong> canopy (<strong>the</strong> second term in equation<br />

(4)), and <strong>the</strong> downward emission from <strong>the</strong> canopy that is reflected by <strong>the</strong> soil (<strong>the</strong> third<br />

term in equation (4)), <strong>the</strong> microwave emission being <strong>the</strong>n attenuated by any vegetation it<br />

passes through. The simple model <strong>the</strong>refore gives:<br />

with:<br />

T Bp = ƔT Bpsoil + (1 − Ɣ)(1 − )T can + (1 − Ɣ)(1 − )ƔT can r sp (4)<br />

Ɣ = e −τ sec θ (5)<br />

τ = K e d (6)<br />

= K s<br />

(7)<br />

K e<br />

where T Bpsoil (K) is <strong>the</strong> brightness temperature <strong>of</strong> <strong>the</strong> soil for polarization p, r s is <strong>the</strong><br />

reflectivity <strong>of</strong> <strong>the</strong> soil surface, Ɣ is <strong>the</strong> transmissivity <strong>of</strong> <strong>the</strong> canopy, τ is <strong>the</strong> optical depth, d<br />

is <strong>the</strong> canopy height (m), is <strong>the</strong> single scattering albedo, K e is <strong>the</strong> extinction coefficient<br />

<strong>of</strong> <strong>the</strong> canopy, and K s is <strong>the</strong> scattering coefficient <strong>of</strong> <strong>the</strong> canopy. The single scattering<br />

albedo () determines <strong>the</strong> relative importance <strong>of</strong> absorption and scattering by <strong>the</strong> canopy.<br />

For L-band radiation, K s and, <strong>the</strong>refore, are close to zero (equation (7) – Jackson and<br />

Schmugge, 1991). However, has rarely been estimated (Kerr and Wigneron, 1994) and<br />

its dependence on vegetation characteristics is unknown. The optical depth, τ, represents<br />

<strong>the</strong> amount <strong>of</strong> absorption and emission by <strong>the</strong> canopy and is <strong>of</strong>ten approximated by:<br />

τ = βθ veg (8)

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