jean-louis weber consultant european environment agency scientific committee

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The Natural Capital/Ecosystem Capital Accounting (ECA) project for Mauritius Production of the urban areas land cover layer from high resolution data on buildings, using smoothing (Gaussian filter) techniques & Land cover change account 2000 – 2010 / Urban sprawl Jean-Louis WEBER Consultant European Environment Agency Scientific Committee Honorary Professor, School of Geography, University of Nottingham [email protected]

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The Natural Capital/Ecosystem Capital Accounting (ECA) project for Mauritius Production of the urban areas land cover layer from high resolution data on buildings, using smoothing ( Gaussian filter ) techniques & Land cover change account 2000 – 2010 / Urban sprawl. - PowerPoint PPT Presentation

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Page 1: Jean-Louis WEBER  Consultant European Environment Agency Scientific Committee

The Natural Capital/Ecosystem Capital Accounting (ECA) project for Mauritius

Production of the urban areas land cover layer from high resolution data on buildings, using smoothing (Gaussian filter) techniques

& Land cover change account 2000 – 2010 / Urban sprawlJean-Louis WEBER

ConsultantEuropean Environment Agency Scientific Committee

Honorary Professor, School of Geography, University of Nottingham

[email protected]

Page 2: Jean-Louis WEBER  Consultant European Environment Agency Scientific Committee

Introduction

• The land cover layers for urban areas have been produced using the geo-database of buildings of Statistics Mauritius. It includes data of 2010 and circa 2000.

• The processing consists in data rasterisation at 10 meters followed by smoothing (SAGA Gis Gaussian filter) in order to agglomerate buildings into « urban areas », thus assimilating small holes and streets. Deanse and dispersed urban areas (e,g, in the countryside) can be mapped.

• Accounts compare the stocks and change between two dates.

Page 3: Jean-Louis WEBER  Consultant European Environment Agency Scientific Committee

The buildings Shapefile

Page 4: Jean-Louis WEBER  Consultant European Environment Agency Scientific Committee

The buildings raster (tif) 10 meters x 10 meters

Page 5: Jean-Louis WEBER  Consultant European Environment Agency Scientific Committee

The buildings Shp and Raster 10 m

Page 6: Jean-Louis WEBER  Consultant European Environment Agency Scientific Committee

Smoothing (blurring) with SAGA Gis/ Grid Filters/ User Defined Filter

Input: raster 10 m, values 1 to 101Filter Matrix (for gaussian blur at 10 pixels radius or 100 m, using a kernel of 21 x 21 cells): here Kernel_21_10

Page 7: Jean-Louis WEBER  Consultant European Environment Agency Scientific Committee

Sequence of treatments with SAGA GIS:

Input: shapefile, scale circa 1/5000 or finer

Raster (tif) at 10 meters

Smoothed (Gaussian blur) raster, radius of 100 meters (kernel = 21)

Page 8: Jean-Louis WEBER  Consultant European Environment Agency Scientific Committee

The buildings raster smoothed at 100m (values in the neighbourhood)

Page 9: Jean-Louis WEBER  Consultant European Environment Agency Scientific Committee

Building raster, 10 m and smoothed at 100m (values in the neighbourhood)

Page 10: Jean-Louis WEBER  Consultant European Environment Agency Scientific Committee

Building Shp and smoothed tif (values in the neighbourhood)

Page 11: Jean-Louis WEBER  Consultant European Environment Agency Scientific Committee

Agglomeration/generalisation: cells > 20% of the smoothed value

NB: cells are of 10 x 10 meters

Page 12: Jean-Louis WEBER  Consultant European Environment Agency Scientific Committee

Agglomeration/generalisation: shp and cells > 25% of the smoothed value

NB: cells are of 10 x 10 meters – here, the threshold captures dispersed urban

Page 13: Jean-Louis WEBER  Consultant European Environment Agency Scientific Committee

Agglomeration/generalisation: shp and cells > 50% of the smoothed value

NB: cells are of 10 x 10 meters – here, the threshold eliminates dispersed urban…

Page 14: Jean-Louis WEBER  Consultant European Environment Agency Scientific Committee

Provisional conclusion

• The 20% threshold seems a priori more appropriate for urban areas mapping. The same or different thresholds can be chosen for different classes (e.g. forêts, wetlands…) and in differnt geographical contexts.

• The urban layer will be overlaid and combined with the other layers on agriculture, forêts, natural zones.

• Smaller themes will be given priority to the larger ones in order to minimise the relative errors. Adjustments will be done accordingly.

• The method is to some extent a simulation of visual photo-interpretation.

Page 15: Jean-Louis WEBER  Consultant European Environment Agency Scientific Committee

Land cover change account 2000 – 2010 / Urban sprawl

• Sources: the databases of buildup areas 2010 (LAVIMS) and ~2000

Page 16: Jean-Louis WEBER  Consultant European Environment Agency Scientific Committee
Page 17: Jean-Louis WEBER  Consultant European Environment Agency Scientific Committee

Land Cover / M01 Urban 2000

Page 18: Jean-Louis WEBER  Consultant European Environment Agency Scientific Committee

Land Cover / M01 Urban 2010

Page 19: Jean-Louis WEBER  Consultant European Environment Agency Scientific Committee

Land Cover change / M01 Urban 2000 - 2010

Page 20: Jean-Louis WEBER  Consultant European Environment Agency Scientific Committee

Land Cover stock and change / M01 Urban

Page 21: Jean-Louis WEBER  Consultant European Environment Agency Scientific Committee

Urban density (%) by Districts 2000

Page 22: Jean-Louis WEBER  Consultant European Environment Agency Scientific Committee

Urban density (%) by Districts 2010

Page 23: Jean-Louis WEBER  Consultant European Environment Agency Scientific Committee

Urban density (%) by Districts / Increase 2000-2010

Page 24: Jean-Louis WEBER  Consultant European Environment Agency Scientific Committee

A first account of Land Cover change/ Urban sprawl 2000-2010 by districts

ValuesRow Labels Sum of M01_Urban2000 Sum of M01_Urban2010 Sum of Change M01 2000-2010Black River 3.339511 7.494046 4.199487Flacq 4.045553 9.301728 5.376029Grand Port 4.061176 6.912077 3.054112Moka 2.818719 7.380331 4.676058Pamplemousses 7.049919 16.385576 9.679291Plaines Wilhems 20.597462 28.515584 8.021523Port Louis 26.674336 38.997219 12.421997Rivière du Rempart 7.468229 17.035051 9.664594Savanne 2.663638 4.907965 2.33844Grand Total 78.718543 136.929577 59.431531

Page 25: Jean-Louis WEBER  Consultant European Environment Agency Scientific Committee

A firs account of Land Cover change/ Urban sprawl 2000-2010

Black R

iver

Flacq

Grand Port

Moka

Pamplem

ousses

Plaines

Wilh

ems

Port Louis

Rivière

du Rempart

Savan

ne

0

5

10

15

20

25

30

35

40

Sum of M01_Urban2000Sum of M01_Urban2010Sum of Change M01 2000-2010

Page 26: Jean-Louis WEBER  Consultant European Environment Agency Scientific Committee

M01-Urban 2010 by river catchments