1996 IEEE TRANSACTIONS ONGEOSCIENCE AND REMOTE SENSING, VOL. 45, NO. 7, JULY 2007
Surface Topography and Mixed-Pixel Effects on the
Simulated L-Band Brightness Temperatures
Marco Talone, Student Member, IEEE, Adriano Camps, Senior Member, IEEE,
Alessandra Monerris, Student Member, IEEE, Mercè Vall-llossera, Member, IEEE,
Paolo Ferrazzoli, Member, IEEE, and María Piles, Student Member, IEEE
Abstract—The impact of topography and mixed pixels on
L-band radiometric observations over land needs to be quan-
tified to improve the accuracy of soil moisture retrievals. For
this purpose, a series of simulations has been performed with
an improved version of the Soil Moisture and Ocean Salinity
(SMOS) End-to-End Performance Simulator (SEPS). The bright-
ness temperature (T
B
) generator of SEPS has been modified to
include a 100-m-resolution land cover map and a 30-m-resolution
digital elevation map of Catalonia (northeast of Spain). This high-
resolution T
B
generator allows the assessment of the errors in
soil moisture retrieval algorithms due to limited spatial resolution
and provides a basis for the development of pixel disaggregation
techniques. Variation of the local incidence angle, shadowing,
and atmospheric effects (up- and downwelling radiation) due to
surface topography has been analyzed. Results are compared to
brightness temperatures that are computed under the assumption
of an ellipsoidal Earth.
Index Terms—L-band radiometry, mixed pixel, simulator,
SMOS End-to-End Performance Simulator (SEPS), Soil Moisture
and Ocean Salinity (SMOS), topography.
I. I NTRODUCTION
T
HE AVAILABILITY of high-resolution brightness tem-
perature (T
B
) maps at L-band is crucial to analyze im-
portant issues dealing with bare and vegetation-covered land
emission and to develop inversion algorithms in preparation for
real Soil Moisture and Ocean Salinity (SMOS) mission data.
Mixed-pixel, coastlines, shadowing, and topography effects on
the measured brightness temperatures need further study, but
the lack of global geophysical data at sufficient temporal and
spatial resolution and the large amount of data involved in
the generation of high-resolution T
B
maps on a global basis
complicate the issue. In fact, in spite of the existence of global
digital elevation models with sufficient spatial resolution, accu-
rate land cover data do not exist for most parts of the world.
To address these issues, a series of simulations has been
performed with an improved version of the SMOS End-to-End
Performance Simulator (SEPS) [1], [2], in which, to date, all
points on Earth have been assumed to be at sea level. The study
Manuscript received May 30, 2006; revised February 14, 2007. This study
has been supported by the CICYT under Project TEC2005-06863-C02-01.
M. Talone, A. Camps, A. Monerris, M. Vall-llossera, and M. Piles are with
the Remote Sensing Laboratory, Department Teoria del Senyal i Comunica-
cions, Universitat Politècnica de Catalunya, 08034 Barcelona, Spain.
P. Ferrazzoli is with Tor Vergata University, Ingegneria, DISP, 00133
Roma, Italy.
Color versions of one or more of the figures in this paper are available online
at http://ieeexplore.ieee.org.
Digital Object Identifier 10.1109/TGRS.2007.898254
has been done over the region of Catalonia, on the northeastern
coast of Spain, because of its many different land cover types,
topography, and the presence of a coastline. A 30-m-resolution
digital elevation map [3] and a 100-m-resolution land coverage
map of Catalonia [4] have been used as inputs, and SEPS
has been conveniently modified to generate high-resolution T
B
maps of this area. A variety of soil and land cover types (crops,
bushes, marshes, etc.) have been parameterized using the values
obtained from field experiments and literature [5]–[10], [12].
II. GENERATION OF HIGH-RESOLUTION BRIGHTNESS
TEMPERATURE MAPS AT L-BAND
A. Description of the Auxiliary Data
A digital elevation model [3] and a land cover map [4] of
Catalonia (northeast Spain; Fig. 1) have been used as inputs to
the high-resolution T
B
generator. The digital elevation model of
Catalonia (DEMC) has 30 × 30 m resolution and is referred to
the official reference system European Datum 1950. Real and
estimated values from 4957 test points were compared, and a
root mean-square error (RMSE) of 2.6 m for the first version
and 1.4 m for the second version were obtained. The first
version of DEMC is available for the whole region, whereas
the second version (with a lower RMSE) is available only for
two thirds of Catalonia. The DEMC was used to account for
the effect of topography and shadowing on the radiometric
signal. On the other hand, the land coverage map of Catalonia
[Mapa de Cobertes del Sòl de Catalunya (MCSC), Fig. 1] has
100-m resolution and includes 21 different land cover types.
In the latest version, these categories are divided into sub-
categories, which better characterize the environment, but this
finer classification is only available for one third of Catalonia.
The classification follows the legend proposed by the European
Environmental Agency, CORINE, but with a 50 times better
resolution.
High-resolution T
B
maps are generated combining the
DEMC and the MCSC information and are composed of an
area with the top left corner at (42
◦
55
′
N, 0
◦
8
′
E) and with the
bottom right corner at (40
◦
28
′
N, 3
◦
25
′
E).
B. Brightness Temperature Maps Generator: Input Parameters
By taking into account the auxiliary data, a local incidence
angle at each DEMC 30 × 30 m pixel has been computed,
and a set of geophysical parameters has been associated with
each category of the MCSC. The geophysical parameters
0196-2892/$25.00 © 2007 IEEE