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Th`ese Marouan BOUALI - Sites personnels de TELECOM ParisTech

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16 2. Remote Sensing with MODIS<br />

In 1970, inspired by spatial photographs taken during Mercury and Gemini’s missions,<br />

and motivated by the possibility to monitor agriculture crop yelds, NASA launched<br />

Landsat 1, the first satellite aiming at observing the earth surface and providing data<br />

for scdientists from different disciplines. Following the success of the Landsat series ( 7<br />

sensors since 1972), today’s intense research in remote sensing technologies is motivated<br />

by <strong>de</strong>eper questions. Climate change and its potential disastrous impact on human life<br />

urges an improved un<strong>de</strong>rstanding of earth sciences, ranging from carbon cycle mo<strong>de</strong>lling<br />

to weather forecasting. Such achievements are stricly limited by the quality of data collected<br />

by satellite /aerial sensors and require a continous increase of spatial, temporal and<br />

spectral resolution.<br />

2.2 Applications of satellite imagery<br />

Satellite and airborne sensors provi<strong>de</strong> a continuous flow of data exploited in fields as<br />

diverse as telecommunications, agriculture, <strong>de</strong>forestation, geology, hydrology, oceanography,<br />

urban management and fire monitoring to cite a few. For its abilities to capture wi<strong>de</strong><br />

portions of the globe, satellite <strong>de</strong>rived data offers a high potential for the surveillance of<br />

both local and global changes occuring in the Earth main systems.<br />

2.2.1 Monitoring land changes<br />

Among many human-induced activites, <strong>de</strong>forestation is highly responsible for both<br />

weather and climate change. Forests play a crucial role in the climate stability as they<br />

absorb and trap large quantities of carbon dioxi<strong>de</strong> (CO2) present in the atmopshere. The<br />

massive <strong>de</strong>struction of forests for urbanization and agricultural <strong>de</strong>velopment, inevitably<br />

releases in the atmopshere all the CO2 and other greenhouse gazes stored in trees for<br />

<strong>de</strong>ca<strong>de</strong>s. Assessing the amount and rate of carbon emissions from <strong>de</strong>forestation or other<br />

activities, remotely sensed data can be used to monitor primary variables of the Earth<br />

land surface such as the spectral reflectance, albedo and temperature. In addition, higher<br />

or<strong>de</strong>r variables in the form of vegetation indices can provi<strong>de</strong> valuable information on land<br />

change. A well-known variable is the Normalized Difference Vegetation In<strong>de</strong>x (NDVI)<br />

[Rouse et al., 1973], <strong>de</strong>fined as the ratio between the difference and the sum of reflectances<br />

in the visible (red) and near-infrared spectral bands :<br />

NDVI = ρ NIR − ρ Red<br />

ρ NIR + ρ Red<br />

(2.1)<br />

A major disadvantage of he NDVI in<strong>de</strong>x is that it tends to saturate over <strong>de</strong>nse vegetation<br />

and is highly <strong>de</strong>pen<strong>de</strong>nt on the background soil composition. In the presence of high<br />

biomass, the Enhanced Vegetation In<strong>de</strong>x (EVI) [Huete, 2002] provi<strong>de</strong>s an optimized vegetation<br />

signal able to capture high variability. and minimizes the influence of atmospheric

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