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1 Spatial Modelling of the Terrestrial Environment - Georeferencial

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Coupled Land Surface and Microwave Emission Models 65<br />

where θ veg is <strong>the</strong> vegetation water content and β is <strong>the</strong> opacity coefficient. One output<br />

from <strong>the</strong> Wigneron et al. (1993) discrete model is <strong>the</strong> extinction coefficient (K e ). Burke<br />

et al. (1999) showed that <strong>the</strong> optical depth calculated using <strong>the</strong> extinction coefficient (equation<br />

(7)) could be used in <strong>the</strong> simple model to predict accurate time series <strong>of</strong> microwave<br />

brightness temperatures.<br />

Extended Wilheit (1978) Model. Unlike <strong>the</strong> previous two models, which assume <strong>the</strong><br />

canopy consists <strong>of</strong> one uniform layer; <strong>the</strong> extended Wilheit (1978) model assumes a multilayered<br />

vegetation canopy. The energy balance <strong>of</strong> each layer is determined using simplified<br />

radiative transfer <strong>the</strong>ory. This model requires as input pr<strong>of</strong>iles <strong>of</strong> both <strong>the</strong> dielectric and<br />

temperature within <strong>the</strong> vegetation. Currently, <strong>the</strong>re is only limited information on <strong>the</strong> dielectric<br />

permittivity <strong>of</strong> ei<strong>the</strong>r <strong>the</strong> vegetation matter (El-Rayes and Ulaby, 1987; Ulaby and<br />

Jedlicka, 1984; Chuah et al., 1997; Colpitts and Coleman, 1997; Franchois et al., 1998;<br />

Ulaby et al., 1986) or <strong>the</strong> canopy as a whole (Ulaby et al., 1986; Ulaby and Jedlicka, 1984;<br />

Brunfeldt and Ulaby, 1984; Schmugge and Jackson, 1992). In order to model <strong>the</strong> dielectric<br />

properties <strong>of</strong> a vegetation canopy, two separate mixing effects must be recognized. The<br />

first is <strong>the</strong> mixing between constituents <strong>of</strong> <strong>the</strong> vegetation, which determines <strong>the</strong> dielectric<br />

<strong>of</strong> <strong>the</strong> vegetation matter itself. One plausible approach to modelling <strong>the</strong> dielectric <strong>of</strong> <strong>the</strong><br />

vegetation matter is analogous to a linear version <strong>of</strong> <strong>the</strong> Dobson et al. (1985) mixing model<br />

for soils, i.e., to assume:<br />

ε v = ε dry V dry + ε fw V fw + ε bw V bw (9)<br />

where ε v is <strong>the</strong> dielectric permittivity for leaf material as a whole, ε dry , ε fw , and ε bw are <strong>the</strong><br />

dielectric permittivities, and V dry , V fw , and V bw are <strong>the</strong> volume fractions <strong>of</strong> dry matter, free<br />

water and bound water, respectively. It is assumed that ε dry , ε fw , and ε bw are independent <strong>of</strong><br />

<strong>the</strong> vegetation water content. The second mixing model determines <strong>the</strong> dielectric permittivity<br />

<strong>of</strong> <strong>the</strong> mixture <strong>of</strong> vegetation matter and air that make up <strong>the</strong> vegetation canopy (ε can ).<br />

If non-linear mixing is assumed:<br />

εcan α = εα v V V + εair α (1 − V V)<br />

where ε air is <strong>the</strong> dielectric permittivity <strong>of</strong> air; V v is <strong>the</strong> fractional volume <strong>of</strong> vegetation<br />

elements per unit volume canopy; and α is a so-called “shape factor”. [Note: in <strong>the</strong> case<br />

<strong>of</strong> <strong>the</strong> Dobson et al. (1985) mixing model for soils, α = 0.65.] Schmugge and Jackson<br />

(1992) suggested that <strong>the</strong> refractive model [α = 0.5] provides a better representation <strong>of</strong><br />

<strong>the</strong> dielectric properties <strong>of</strong> <strong>the</strong> canopy than a linear model [α = 1]. Lee et al. (2002a)<br />

optimized time series <strong>of</strong> modelled brightness temperatures against measurements from <strong>the</strong><br />

field experiment evaluated by Burke et al. (1998) and retrieved values ranging between 1.1<br />

and 2.2.<br />

Equations (9) and (10) toge<strong>the</strong>r calculate <strong>the</strong> dielectric constant for <strong>the</strong> canopy as a whole<br />

and, in <strong>the</strong> extended Wilheit (1978) model, this amount <strong>of</strong> dielectric is <strong>the</strong>n distributed<br />

vertically among <strong>the</strong> plane parallel layers above <strong>the</strong> soil. The heights <strong>of</strong> <strong>the</strong> top and bottom<br />

<strong>of</strong> <strong>the</strong> canopy are specified, but gradual changes in dielectric permittivity are simulated<br />

around <strong>the</strong>se levels by introducing broadening that follows a Gaussian distribution with<br />

specified standard deviations. This broadening reflects <strong>the</strong> natural variability between <strong>the</strong><br />

individual plants that make up <strong>the</strong> canopy, and its presence is also critical to <strong>the</strong> reliable<br />

operation <strong>of</strong> this coherent emission model because avoiding sharp transitions in dielectric at

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