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The Equi7 Grid Optimisation of Global Grids for High-Resolution Remote Sensing Data Bernhard Bauer-Marschallinger TU Wien – Remote Sensing Research Group EuroCarto 2015 Vienna, 2015-11-10 1

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Page 1: The Equi7 Grid - TU Wien · 2015. 11. 23. · EuroCarto 2015 Vienna, 2015-11-10 1. How to geo-reference satellite data? 2. ... 8. The Idea of the Equi7 Grid 9 7 continental zones:

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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Page 2: The Equi7 Grid - TU Wien · 2015. 11. 23. · EuroCarto 2015 Vienna, 2015-11-10 1. How to geo-reference satellite data? 2. ... 8. The Idea of the Equi7 Grid 9 7 continental zones:

How to geo-reference satellite data?

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Page 3: The Equi7 Grid - TU Wien · 2015. 11. 23. · EuroCarto 2015 Vienna, 2015-11-10 1. How to geo-reference satellite data? 2. ... 8. The Idea of the Equi7 Grid 9 7 continental zones:

Content

1) Motivation for a new Grid

2) Theory + Optimisation Analysis

3) Equi7 Grid Definition

4) Outreach & Distribution

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Page 4: The Equi7 Grid - TU Wien · 2015. 11. 23. · EuroCarto 2015 Vienna, 2015-11-10 1. How to geo-reference satellite data? 2. ... 8. The Idea of the Equi7 Grid 9 7 continental zones:

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, …

Page 5: The Equi7 Grid - TU Wien · 2015. 11. 23. · EuroCarto 2015 Vienna, 2015-11-10 1. How to geo-reference satellite data? 2. ... 8. The Idea of the Equi7 Grid 9 7 continental zones:

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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Page 6: The Equi7 Grid - TU Wien · 2015. 11. 23. · EuroCarto 2015 Vienna, 2015-11-10 1. How to geo-reference satellite data? 2. ... 8. The Idea of the Equi7 Grid 9 7 continental zones:

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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Page 7: The Equi7 Grid - TU Wien · 2015. 11. 23. · EuroCarto 2015 Vienna, 2015-11-10 1. How to geo-reference satellite data? 2. ... 8. The Idea of the Equi7 Grid 9 7 continental zones:

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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Page 8: The Equi7 Grid - TU Wien · 2015. 11. 23. · EuroCarto 2015 Vienna, 2015-11-10 1. How to geo-reference satellite data? 2. ... 8. The Idea of the Equi7 Grid 9 7 continental zones:

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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Page 9: The Equi7 Grid - TU Wien · 2015. 11. 23. · EuroCarto 2015 Vienna, 2015-11-10 1. How to geo-reference satellite data? 2. ... 8. The Idea of the Equi7 Grid 9 7 continental zones:

The Idea of the Equi7 Grid

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7 continental zones: individually projected

Page 10: The Equi7 Grid - TU Wien · 2015. 11. 23. · EuroCarto 2015 Vienna, 2015-11-10 1. How to geo-reference satellite data? 2. ... 8. The Idea of the Equi7 Grid 9 7 continental zones:

Coordinates & Tiles

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• Metric coordinates in projected plane

• Lower-Left-defined

Page 11: The Equi7 Grid - TU Wien · 2015. 11. 23. · EuroCarto 2015 Vienna, 2015-11-10 1. How to geo-reference satellite data? 2. ... 8. The Idea of the Equi7 Grid 9 7 continental zones:

Example: EU-subgrid

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Page 12: The Equi7 Grid - TU Wien · 2015. 11. 23. · EuroCarto 2015 Vienna, 2015-11-10 1. How to geo-reference satellite data? 2. ... 8. The Idea of the Equi7 Grid 9 7 continental zones:

Equi7Grid-Tiling: 3 Levels

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Page 13: The Equi7 Grid - TU Wien · 2015. 11. 23. · EuroCarto 2015 Vienna, 2015-11-10 1. How to geo-reference satellite data? 2. ... 8. The Idea of the Equi7 Grid 9 7 continental zones:

Tiling T6

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600km extent for sampling of1000 - 64m

Page 14: The Equi7 Grid - TU Wien · 2015. 11. 23. · EuroCarto 2015 Vienna, 2015-11-10 1. How to geo-reference satellite data? 2. ... 8. The Idea of the Equi7 Grid 9 7 continental zones:

Tiling T3

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300km extent for sampling of60 - 20m

Page 15: The Equi7 Grid - TU Wien · 2015. 11. 23. · EuroCarto 2015 Vienna, 2015-11-10 1. How to geo-reference satellite data? 2. ... 8. The Idea of the Equi7 Grid 9 7 continental zones:

Tiling T1

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100km extent for sampling of16 - 1m

Page 16: The Equi7 Grid - TU Wien · 2015. 11. 23. · EuroCarto 2015 Vienna, 2015-11-10 1. How to geo-reference satellite data? 2. ... 8. The Idea of the Equi7 Grid 9 7 continental zones:

Tiling Definitions

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Page 17: The Equi7 Grid - TU Wien · 2015. 11. 23. · EuroCarto 2015 Vienna, 2015-11-10 1. How to geo-reference satellite data? 2. ... 8. The Idea of the Equi7 Grid 9 7 continental zones:

Pixel Locating and Indexing

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• From global to continental• Azimuthal Equidistant Projection

• From continental to tile• Tiling Operators

Page 18: The Equi7 Grid - TU Wien · 2015. 11. 23. · EuroCarto 2015 Vienna, 2015-11-10 1. How to geo-reference satellite data? 2. ... 8. The Idea of the Equi7 Grid 9 7 continental zones:

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

Page 19: The Equi7 Grid - TU Wien · 2015. 11. 23. · EuroCarto 2015 Vienna, 2015-11-10 1. How to geo-reference satellite data? 2. ... 8. The Idea of the Equi7 Grid 9 7 continental zones:

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

[email protected]

• https://rs.geo.tuwien.ac.at

Thank youfor the attention!