analysis of satellite imagery to map burned areas in sub-saharan africa
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Analysis of satellite imagery to map burned areas in Sub-Saharan Africa . Ilaria Palumbo, Heiko Balzter, Kevin Tansey Department of Geography, University of Leicester, UK email: [email protected] . CARBOAFRICA conference “Africa and Carbon Cycle: the CarboAfrica project” - PowerPoint PPT PresentationTRANSCRIPT
Analysis of satellite imagery to map burned areas in Sub-Saharan Africa
CARBOAFRICA conference “Africa and Carbon Cycle: the CarboAfrica project”Accra (Ghana) 25-27 November 2008
Ilaria Palumbo, Heiko Balzter, Kevin TanseyDepartment of Geography, University of Leicester, UKemail: [email protected]
Vegetation index (green) and fire dynamics in Africa in the year 2001 seen from satellite.
Source: NASA http://landdb1.nascom.nasa.gov/animation/images/Africa_Fire_NDVI_2001.gif
Fire activity in Africa
• derive estimations of fire emissions;• information about the extent;• information about the temporal occurrence;• information about the intensity of burning;
Why mapping Why mapping burned burned areasareas??
• GBA2000 SPOT-VGT images, 1km; • Globscar ATSR-2, 1km;• Globcarbon VGT, (A)ATSR and MERIS, 1km;• L3JRC SPOT-VGT images, 1km - 7 years;• MCD45 MODIS, 500m - since 2002;• others;
Products availableProducts available
• global level coverage since the 1990s, 1km spatial resolution;• dual view – nadir & forward; • possible Aerosol Optical Depth retrieval and correction;
the AATSR imagerythe AATSR imagery
Can we use AATSR for burned area mapping?
• run model for the AOD retrieval; • derive surface reflectance @1km;• use the corrected reflectance for burned area mapping;
Processing AATSR dataProcessing AATSR data
AOD aerosol optical depth
TOA, VZA, SZA, lat, lon, cloud flags
AATSR data
extract parameters
LUT cont.
LUT ocean
LUT urban
LUT dust LUT smoke
INVERSION
Rsurf, τcont, E Rsurf, τocean, E Rsurf, τurban, E Rsurf, τdust, E Rsurf, τsmoke, E
select Best-fit τ
select ‘best’ RsurfTOA: Top Of the Atmosphere
Processing AATSR dataProcessing AATSR data
Results Results corrected surface reflectance
1-10th July 2003
RGB: 1600, 870, 670 nm
Results Results
period 1st-10h July 2003RGB: 1600, 870, 550 nm
…and problems
Can we use AATSR for burned area Can we use AATSR for burned area mapping?mapping?
maybe not at continental level…
some potentials exist though
corrected surface reflectance
2nd August 20027.51am
RGB: 1600, 870, 550 nmAATSR
MODIS/Terra - 500m
AATSR - 1km
Comparison AATSR/MODISComparison AATSR/MODIS
2002-08-24 2002-08-2
MODIS bMODIS burned area product urned area product
MODIS vs AATSR
• higher spatial resolution (500m);• better spatial coverage of the study area,
limited missing data;• validated using ETM+ scenes over southern
Africa;• information about quality assessment is
provided.
MODIS MCD45A1 bMODIS MCD45A1 burned area product urned area product
MONTHLY BURNED AREA MAPS
BA Month123456789101112
Use MODIS product for further analysis Use MODIS product for further analysis • extract burned area info per vegetation
class;• derive fire emissions at continental and
country level;• analysis of the climate-human-fire
interactions;
MCD45A1 burned areas
Globcover
ConclusionsConclusions• the aerosol corrected ATSR series reflectance
can be used to map burned area at regional level and before year 2000;
• the improved spatial resolution and more frequent coverage of the MODIS product is better suited to the needs of CARBOAFRICA;
• a reliable burned area map is needed to derive accurate emissions from fires.
thank you !