Estimation of the amount of asbestos-cement roofing in Poland

The unique set of physical and chemical properties has led to many industrial applications of asbestos worldwide; one of them was roof covering. Asbestos is harmful to human health, and therefore its use was legally forbidden. Since in Poland there is no adequate data on the amount of asbestos-cement roofing, the objective of this study was to estimate its quantity on the basis of physical inventory taking with the use of aerial imagery, and the application of selected statistical features. Data pre-processing and analysis was executed in R Statistical Environment v. 3.1.0. Best random forest models were computed; model explaining 72.9% of the variance was subsequently used to prepare the prediction map of the amount of asbestos-cement roofing in Poland. Variables defining the number of farms, number and age of buildings, and regional differences were crucial for the analysis. The total amount of asbestos roofing in Poland was estimated at 738,068,000 m2 (8.2m t). It is crucial for the landfill development programme, financial resources distribution, and application of monitoring policies.

[1]  M. Krówczyńska,et al.  Determinants influencing the amount of asbestos-cement roofing in Poland , 2015 .

[2]  Aerial imagery and geographic information systems used in the asbestos removal process in Poland , 2013 .

[3]  Collegium Ramazzini,et al.  Asbestos Is Still With Us: Repeat Call for a Universal Ban , 2010, Archives of environmental & occupational health.

[4]  Stefano Casciardi,et al.  Method validation for the identification of asbestos–cement roofing , 2012 .

[5]  Robert L. Virta,et al.  Asbestos: Geology, Mineralogy, Mining, and Uses , 2002 .

[6]  Luca Congedo,et al.  Developing expeditious methodology for mapping asbestos-cement roof coverings over the territory of Lazio Region , 2014 .

[7]  Marco Gianinetto,et al.  Airborne remote sensing for mapping asbestos roofs in aosta valley , 2012, 2012 IEEE International Geoscience and Remote Sensing Symposium.

[8]  K. Meuleman,et al.  Mapping asbestos-cement roofing with the use of APEX hyperspectral airborne imagery: Karpacz area, Poland – a case study , 2016 .

[9]  Witold R. Rudnicki,et al.  Feature Selection with the Boruta Package , 2010 .

[10]  M. Goodchild,et al.  GIS and spatial data analysis: Converging perspectives , 2003 .

[11]  Bogdan Zagajewski,et al.  The Electronic Spatial Information System – tools for the monitoring of asbestos in Poland , 2014 .

[12]  Andy Liaw,et al.  Classification and Regression by randomForest , 2007 .

[13]  Bogdan Zagajewski,et al.  Asbestos manufacturing plants in Poland , 2014 .

[14]  J. Peto,et al.  Occupational, domestic and environmental mesothelioma risks in the British population: a case–control study , 2009, British Journal of Cancer.