the equi7 grid - tu wien · 2015. 11. 23. · eurocarto 2015 vienna, 2015-11-10 1. how to...
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The Equi7 GridOptimisation of Global Grids for High-Resolution Remote Sensing Data
Bernhard Bauer-MarschallingerTU Wien – Remote Sensing Research Group
EuroCarto 2015Vienna, 2015-11-10
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How to geo-reference satellite data?
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Content
1) Motivation for a new Grid
2) Theory + Optimisation Analysis
3) Equi7 Grid Definition
4) Outreach & Distribution
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Example: Sentinel-1 Imaging Radar
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• High-res raster image
• 500 GB of raw data per
day
• Topography, Forestry,
Floodings, Soil Moisture, …
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The Equi7 Grid: Motivation
• High resolution satelliteimagery
• should be stored efficiently• should be stored
geometrically correct
• Computation: needs arrays• Planar, orthogonal data
system is needed
• global map projectiondistort the images
• oversampling• data volume / processing
time
• neighbourhoodrelationships disordered
• geometric accuracy
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The GOF
• New Metric: • Grid Oversampling Factor
• Measures ratio btw• local area distortion• global minimum scale factor
• How much more pixels are in output than in input grid? - compared to necessary pixel amout representing the same information
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Optimisation Method
• For each projection• calculate GOF at each 1°-
location• average GOF over land• optimise projection centre
• Division into • Hemispheres• Continents
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Optimisation Results
• The lower the average GOF, the less distortion/oversampling
@ Projections• Equal-area perform worst
• Angle-preserving are better
• Equidistant are best
@ Global subdivision• The smaller the extent of
inidividual projections, the better
Pragmatic solution• 7 Continents with Azimuthal
Equidistant
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The Idea of the Equi7 Grid
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7 continental zones: individually projected
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Coordinates & Tiles
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• Metric coordinates in projected plane
• Lower-Left-defined
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Example: EU-subgrid
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Equi7Grid-Tiling: 3 Levels
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Tiling T6
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600km extent for sampling of1000 - 64m
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Tiling T3
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300km extent for sampling of60 - 20m
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Tiling T1
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100km extent for sampling of16 - 1m
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Tiling Definitions
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Pixel Locating and Indexing
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• From global to continental• Azimuthal Equidistant Projection
• From continental to tile• Tiling Operators
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Distribution
• Equi7 Grid @ GitHub: https://github.com/bbauerma/Equi7Grid
• Shapefiles
• Python software
• Documentation
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Computer & Geosciences
• Peer-reviewed article:
doi:10.1016/j.cageo.2014.07.005
Bernhard Bauer-Marschallinger, Daniel Sabel, Wolfgang Wagner, Optimisationof global grids for high-resolution remote sensing data, Computers & Geosciences, Volume 72, November 2014, Pages 84-93.
Work in Progress
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Summary
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• High resolution geo-imagery needs map projections• Distortions cost…
• disk volume
• processing time
• accuracy
Equi7 Grid minimises raster distortions• 7 continental zones – projected with Azimuthal Equidistant
• Definition by• Shapefiles
• Projections (Well Known Texts)
• Tiling + Sampling System
• Distribution via• Computer & Geosciences
• GitHub
• https://rs.geo.tuwien.ac.at
Thank youfor the attention!