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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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 |
work_keys_str_mv |
AT krowczynskamałgorzata mappingasbestoscementroofingwiththeuseofapexhyperspectralairborneimagerykarpaczareapolandacasestudy AT wilkewa mappingasbestoscementroofingwiththeuseofapexhyperspectralairborneimagerykarpaczareapolandacasestudy AT pabjanekpiotr mappingasbestoscementroofingwiththeuseofapexhyperspectralairborneimagerykarpaczareapolandacasestudy AT zagajewskibogdan mappingasbestoscementroofingwiththeuseofapexhyperspectralairborneimagerykarpaczareapolandacasestudy AT meulemankoen mappingasbestoscementroofingwiththeuseofapexhyperspectralairborneimagerykarpaczareapolandacasestudy |
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