Mapping urban surface characteristics for urban energy...
Transcript of Mapping urban surface characteristics for urban energy...
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Mapping urban surface characteristics for urban energy flux modelling Wieke Heldens1, Fabio Del Frate, Fredrik Lindberg3,
Zina Mitraka4, Daniele Latini2, Nektarios Chrysoulakis4, Thomas Esch1
1: DLR, Germany; 2: GEO-K, Italy; 3: University of Gothenburg,
Sweden; 4: FORTH, Greece
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Introduction urban energy flux modelling
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Introduction • Surface properties influence the urban energy
flux mapping surface properties • Changing surface properties result in changing
energy flux updating of surface properties maps
• Remote sensing data as source for surface
properties
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Requirements Urban morphology (3D structure) • High spatial resolution to respresent urban
variation • Main data sources: LiDAR or stereo imagery • Main products
– Digital surface model – Mean building height – Sky view factor
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Requirements Surface characteristics • Spatial resolution depending on parameter and
data source • High temporal resolution important for vegetation
related parameters • Main data sources: optical and thermal satellite
data • Main products:
– Land cover – Impervious surface – Phenology parameters (e.g. NDVI) – Surface temperature
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Requirements • Methodology transferable to Sentinel satellites
• 100 m grid for URBANFLUXES subsequent
modelling • UTM projection • TIF data format
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Urban morphology DSM source: LiDAR
DEM (Surface incl. buildings) DSM (only buildings)
105 m
0 m
362 m
0 m
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Urban morphology Mean building height Source: LiDAR, 100 m mean, standard deviation, minimum and maximum
Mean Stdev Min. Max. 370 m
0 m
332 m
0 m
159 m
0 m
336 m
0 m
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Urban Morphology Sky View Factor Source: LiDAR, UMEP method by Lindberg et al. (2010)
0
1
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Surface characteristics
Urban Industrial Bare Soil Agriculture Low vegetation Forest (high veg.) Water
0 %
100 %
0 %
100 % Forest (high veg.)
Low vegetation
Dominant land cover Fractional land cover of vegetation
Land Cover Source: Landsat 8, neural network method by Del Frate et al. (2007)
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Surface characteristics Imperviousness Source: land cover (Landsat 8). Method: abundance of urban and industrial
100 %
0 %
Imperviousness
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Surface characteristics Phenology: NDVI Source: landsat 8 time series 2014 Method: convert to reflectance, cloud mask calculation(fMask), NDVI calculation, cloud masking
Janu
ar
April
Juli
Okt
ober
Janu
ar
April
Juli
Okt
ober
NDV
I
NDV
I
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Surface characteristics Surface temperature Source: Landsat 8, Method: ATCOR
318
287
Surface temperature [K]
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Summary & conclusions • Input parameters for urban energy flux
modelling could be derived from remote sensing (Talk N. Chrysoulakis)
• Automated methods have been applied that will be able to handle future Sentinel data
• Resulting maps will be used for the mapping of local climate zones (Talk Z. Mitraka)
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Outlook • Improvement of the derived products
– Improved resolution of surface characteristics (SPOT 5, Sentinel 2)
– Feedback from energy flux modellers in the URBANFLUXES project
• Development of updating approaches – Land cover (using Sentinel 2) – DSM (using Sentinel 1)
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Thank you for your attention!