An Object-Based Classification Approach for Mapping Migrant Housing in the Mega-Urban Area of the Pearl River Delta (China)

Urban areas develop on formal and informal levels. Informal development is often highly dynamic, leading to a lag of spatial information about urban structure types. In this work, an object-based remote sensing approach will be presented to map the migrant housing urban structure type in the Pearl R...

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Main Authors: Sebastian D’Oleire-Oltmanns, Birgit Kleinschmit, Bodo Coenradie
Format: Article
Language:English
Published: MDPI AG 2011-08-01
Series:Remote Sensing
Subjects:
Online Access:http://www.mdpi.com/2072-4292/3/8/1710/
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spelling doaj-0e60987e1a1940d8a0cbd17a80ca892f2020-11-24T22:42:43ZengMDPI AGRemote Sensing2072-42922011-08-01381710172310.3390/rs3081710An Object-Based Classification Approach for Mapping Migrant Housing in the Mega-Urban Area of the Pearl River Delta (China)Sebastian D’Oleire-OltmannsBirgit KleinschmitBodo CoenradieUrban areas develop on formal and informal levels. Informal development is often highly dynamic, leading to a lag of spatial information about urban structure types. In this work, an object-based remote sensing approach will be presented to map the migrant housing urban structure type in the Pearl River Delta, China. SPOT5 data were utilized for the classification (auxiliary data, particularly up-to-date cadastral data, were not available). A hierarchically structured classification process was used to create (spectral) independence from single satellite scenes and to arrive at a transferrable classification process. Using the presented classification approach, an overall classification accuracy of migrant housing of 68.0% is attained.http://www.mdpi.com/2072-4292/3/8/1710/urban structure typesobject-based classificationland-use changeSPOT5urban sprawl
collection DOAJ
language English
format Article
sources DOAJ
author Sebastian D’Oleire-Oltmanns
Birgit Kleinschmit
Bodo Coenradie
spellingShingle Sebastian D’Oleire-Oltmanns
Birgit Kleinschmit
Bodo Coenradie
An Object-Based Classification Approach for Mapping Migrant Housing in the Mega-Urban Area of the Pearl River Delta (China)
Remote Sensing
urban structure types
object-based classification
land-use change
SPOT5
urban sprawl
author_facet Sebastian D’Oleire-Oltmanns
Birgit Kleinschmit
Bodo Coenradie
author_sort Sebastian D’Oleire-Oltmanns
title An Object-Based Classification Approach for Mapping Migrant Housing in the Mega-Urban Area of the Pearl River Delta (China)
title_short An Object-Based Classification Approach for Mapping Migrant Housing in the Mega-Urban Area of the Pearl River Delta (China)
title_full An Object-Based Classification Approach for Mapping Migrant Housing in the Mega-Urban Area of the Pearl River Delta (China)
title_fullStr An Object-Based Classification Approach for Mapping Migrant Housing in the Mega-Urban Area of the Pearl River Delta (China)
title_full_unstemmed An Object-Based Classification Approach for Mapping Migrant Housing in the Mega-Urban Area of the Pearl River Delta (China)
title_sort object-based classification approach for mapping migrant housing in the mega-urban area of the pearl river delta (china)
publisher MDPI AG
series Remote Sensing
issn 2072-4292
publishDate 2011-08-01
description Urban areas develop on formal and informal levels. Informal development is often highly dynamic, leading to a lag of spatial information about urban structure types. In this work, an object-based remote sensing approach will be presented to map the migrant housing urban structure type in the Pearl River Delta, China. SPOT5 data were utilized for the classification (auxiliary data, particularly up-to-date cadastral data, were not available). A hierarchically structured classification process was used to create (spectral) independence from single satellite scenes and to arrive at a transferrable classification process. Using the presented classification approach, an overall classification accuracy of migrant housing of 68.0% is attained.
topic urban structure types
object-based classification
land-use change
SPOT5
urban sprawl
url http://www.mdpi.com/2072-4292/3/8/1710/
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