Statistical analyses of precious metal contents in waste incineration bottom ashes

The recovery of precious metals from incinerator bottom ash (IBA) is a way of moving towards a circular economy. The paper presents a detailed analysis of the concentration of precious metals in IBA. The average values of precious metals in the samples analyzed are: Ag-6973 ppb, Au-313.90 ppb, Pd-41.26 ppb, Pt-13.81 ppb-all of these values being many times higher than the values of these elements in the Earth's crust. The time series of the precious metals in the IBA were analyzed to assess the trend, seasonality, and outliers and to detect differences between the designated seasons of the year. Data analysis was performed following the CRISP-DM methodology using statistical and data mining methods. The analyzes confirmed a higher Ag concentration than in comparable European waste incinerator plants. The Au concentration was comparable to those reported in other incinerators, while the values were lower for Pt and Pd. The time series of precious metals shows no trend and seasonality, but numerous outliers. Due to the stationarity of precious metals, recovery can be expected to be constant, and the presence of numerous outliers can increase the potential return on investment.

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Publication Details

Journal
Scientific Reports
Published
2025-03-09
DOI
https://doi.org/10.1038/s41598-025-91855-7
Citations
6
Primary Topic
Recycling and utilization of industrial and municipal waste in materials production
Type
article
Field-Weighted Citation Impact
6.04
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article

Statistical analyses of precious metal contents in waste incineration bottom ashes

Barbara Bielowicz, Radosław Jędrusiak, Monika Chuchro
6 citations
Scientific Reports
Recycling and utilization of industrial and municipal waste in materials production
6.04
article

Statistical analyses of precious metal contents in waste incineration bottom ashes

Barbara Bielowicz, Radosław Jędrusiak, Monika Chuchro
article en
6 citations

Abstract

The recovery of precious metals from incinerator bottom ash (IBA) is a way of moving towards a circular economy. The paper presents a detailed analysis of the concentration of precious metals in IBA. The average values of precious metals in the samples analyzed are: Ag-6973 ppb, Au-313.90 ppb, Pd-41.26 ppb, Pt-13.81 ppb-all of these values being many times higher than the values of these elements in the Earth's crust. The time series of the precious metals in the IBA were analyzed to assess the trend, seasonality, and outliers and to detect differences between the designated seasons of the year. Data analysis was performed following the CRISP-DM methodology using statistical and data mining methods. The analyzes confirmed a higher Ag concentration than in comparable European waste incinerator plants. The Au concentration was comparable to those reported in other incinerators, while the values were lower for Pt and Pd. The time series of precious metals shows no trend and seasonality, but numerous outliers. Due to the stationarity of precious metals, recovery can be expected to be constant, and the presence of numerous outliers can increase the potential return on investment.

Scientific ReportsVol. 15(1)
University School of Physical Education in Kraków (PL), Krakow University of Economics (PL), AGH University of Krakow (PL)
Openalex Percentile: Top 4%
Recycling and utilization of industrial and municipal waste in materials production
6.04
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Statistical analyses of precious metal contents in waste incineration bottom ashes — Barbara Bielowicz, Radosław Jędrusiak, et al. · Scientific Reports (2025) | TGRS Research Map | TGRS