Mapping asbestos-cement roofing with the use of APEX hyperspectral airborne imagery: Karpacz area, Poland – a case study

Asbestos and asbestos containing products are harmful to human health, and therefore its use has been legally forbidden in the EU. Since there is no adequate data on the amount of asbestos-cement roofing in Poland, the objective of this study was to map asbestos-cement roofing with the use of hypers...

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Main Authors: Krówczyńska Małgorzata, Wilk Ewa, Pabjanek Piotr, Zagajewski Bogdan, Meuleman Koen
Format: Article
Language:English
Published: Sciendo 2016-03-01
Series:Miscellanea Geographica: Regional Studies on Development
Subjects:
Online Access:https://doi.org/10.1515/mgrsd-2016-0007
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spelling doaj-b1783121539c46f79d0804d3b8a7e14d2021-09-06T19:20:22ZengSciendoMiscellanea Geographica: Regional Studies on Development2084-61182016-03-01201414610.1515/mgrsd-2016-0007mgrsd-2016-0007Mapping asbestos-cement roofing with the use of APEX hyperspectral airborne imagery: Karpacz area, Poland – a case studyKrówczyńska Małgorzata0Wilk Ewa1Pabjanek Piotr2Zagajewski Bogdan3Meuleman Koen4University of Warsaw, Faculty of Geography and Regional Studies, Department of Geoinformatics, Cartography and Remote Sensing, Warsaw, PolandUniversity of Warsaw, Faculty of Geography and Regional Studies, Department of Geoinformatics, Cartography and Remote Sensing, Warsaw, PolandUniversity of Warsaw, Faculty of Geography and Regional Studies, Department of Geoinformatics, Cartography and Remote Sensing, Warsaw, PolandUniversity of Warsaw, Faculty of Geography and Regional Studies, Department of Geoinformatics, Cartography and Remote Sensing, Warsaw, PolandVITO - Centre for Remote Sensing and Earth Observation ProcessesAsbestos and asbestos containing products are harmful to human health, and therefore its use has been legally forbidden in the EU. Since there is no adequate data on the amount of asbestos-cement roofing in Poland, the objective of this study was to map asbestos-cement roofing with the use of hyperspectral APEX data (288 bands at the spatial resolution of 2.7 m) in the Karpacz area (southwest Poland). A field survey constituted the basis for training and verification polygons in the classification process. A SAM classification method was performed with the following classification results: 62% producer’s accuracy, 73% user’s accuracy and an overall accuracy of 95%. The asbestos-cement roofing for buildings may be discriminated with a high classification accuracy with the use of hyperspectral imagery. The vast majority of the classified buildings were characterised by their small area (i.e. residential type buildings), which reduced the overall accuracy of the classification.https://doi.org/10.1515/mgrsd-2016-0007asbestosasbestos containing productssam classificationapex dataasbestos removal processpoland
collection DOAJ
language English
format Article
sources DOAJ
author Krówczyńska Małgorzata
Wilk Ewa
Pabjanek Piotr
Zagajewski Bogdan
Meuleman Koen
spellingShingle Krówczyńska Małgorzata
Wilk Ewa
Pabjanek Piotr
Zagajewski Bogdan
Meuleman Koen
Mapping asbestos-cement roofing with the use of APEX hyperspectral airborne imagery: Karpacz area, Poland – a case study
Miscellanea Geographica: Regional Studies on Development
asbestos
asbestos containing products
sam classification
apex data
asbestos removal process
poland
author_facet Krówczyńska Małgorzata
Wilk Ewa
Pabjanek Piotr
Zagajewski Bogdan
Meuleman Koen
author_sort Krówczyńska Małgorzata
title Mapping asbestos-cement roofing with the use of APEX hyperspectral airborne imagery: Karpacz area, Poland – a case study
title_short Mapping asbestos-cement roofing with the use of APEX hyperspectral airborne imagery: Karpacz area, Poland – a case study
title_full Mapping asbestos-cement roofing with the use of APEX hyperspectral airborne imagery: Karpacz area, Poland – a case study
title_fullStr Mapping asbestos-cement roofing with the use of APEX hyperspectral airborne imagery: Karpacz area, Poland – a case study
title_full_unstemmed Mapping asbestos-cement roofing with the use of APEX hyperspectral airborne imagery: Karpacz area, Poland – a case study
title_sort mapping asbestos-cement roofing with the use of apex hyperspectral airborne imagery: karpacz area, poland – a case study
publisher Sciendo
series Miscellanea Geographica: Regional Studies on Development
issn 2084-6118
publishDate 2016-03-01
description Asbestos and asbestos containing products are harmful to human health, and therefore its use has been legally forbidden in the EU. Since there is no adequate data on the amount of asbestos-cement roofing in Poland, the objective of this study was to map asbestos-cement roofing with the use of hyperspectral APEX data (288 bands at the spatial resolution of 2.7 m) in the Karpacz area (southwest Poland). A field survey constituted the basis for training and verification polygons in the classification process. A SAM classification method was performed with the following classification results: 62% producer’s accuracy, 73% user’s accuracy and an overall accuracy of 95%. The asbestos-cement roofing for buildings may be discriminated with a high classification accuracy with the use of hyperspectral imagery. The vast majority of the classified buildings were characterised by their small area (i.e. residential type buildings), which reduced the overall accuracy of the classification.
topic asbestos
asbestos containing products
sam classification
apex data
asbestos removal process
poland
url https://doi.org/10.1515/mgrsd-2016-0007
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