1 - Satellite remote sensing
2 - The wavelength dimension
- Visible : 0,35 to 0,75 microns
- Near IR : 0,75 to 3 microns
- Thermal IR : 3 microns to 1 mm
- Microwaves : 1 cm to 1 meter
3 - Physical principles
- Reflectance (Passive) in visible and near I.R
- Emission (Passive) in thermal I.R
- Scattering/dielectric (Active) in visible (lidar) and microwaves (radar)
4 - Atmospheric absorption
Only a few observation windows allow to get field information through hundred of km of atmosphere. Large portions of the electromagnetic spectrum cannot be used due
to atmospheric absorption (H20, CO2, N2O, O3, O2).
5 - Four resolutions
6 - A full range of sensors and systems
Since 2002, we have a nice continuum from large field/very low resolution to narrow field/very large resolution with optical sensors and systems from Europe, USA,
Canada, India, Russia, Israel, China and Japan but also Taiwan, Corea, Brasil, …
7 - Available sensors
By the end of 2007, with the launch of Radarsat 2 (CA), TerraSar X (GE), Cosmo-Skymed (IT) we will have the same range of systems in radar applications.
8 - Multispectral Scanning Radiometers
The Landsat system, through 7 satellites over 34 years, gives us a continuous coverage of the earth over 34 years. Spatial resolution has improved from 80 to 30
m. Spectral resolution has also improved from 4 to 8 bands and from Vis/Near IR to Vis / Near IR / Thermal IR and Panchro.
9 - Color representation 
10 - Examples of Color representations over Sarh, Southern Chad
11 - Visual interpretation of standard color composites
- Spectral domains : Blue, Green, Red and Infrared
- Objects : Clean water, Muddy water, Soil and Vegetation
- Spectral Reflectance of Common Earth Features
12 - Radar imagery
- Microwave sensor (wavelengths : mm to m)
- Active sensor
- Airborne or spaceborne (ERS, JERS, Radarsat, Envisat)
- Difficult to interpret but complementary for optical data
- More efficient in equatorial areas (with permanent cloud cover)
13 - Radar pixel vs optical pixel 
14 - Radar tonal patterns
- Geometry of radar illumination (local slope)
- Backscattered radar return intensity
15 - Layover, foreshortening and shadows 
16 - Surface roughness
Surface Roughness :
- Smooth (specular reflection or mirror)
- Grass, savanna
- Water: ocean, river
- Rough (diffuse reflection)
- Bright points (corner)
- Urban : roofs, power lines …
17 - Radar penetration
Radar penetration varies depending on humidity. A radar signal with a 5 cm wavelength might penetrate through several meters of very dry sands in desertic areas.
18 - Southern Chad surveillance from space 
19 - Southern Chad imagery from space 
20 - The Southwestern Chad Area (1/3) 
21 - The Southwestern Chad Area (2/3) 
22 - The Southwestern Chad Area (3/3) 
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