利用数据科学工具评估城市废物中汞浓度的稳定性

Pub Date : 2023-03-30 DOI:10.7494/geol.2023.49.1.71
Radosław Jędrusiak, M. Chuchro, B. Bielowicz, Agnieszka Gielar
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引用次数: 0

摘要

汞及其化合物是环境中最危险和最有毒的物质之一。作为研究的一部分,进行了若干分析和测试,以证明城市废物中的汞含量低而稳定。本署使用先进的资讯科技工具,对废物(废物编号191212及20003 01)中的汞含量进行统计分析。根据每种废物的32个结果,最大汞浓度为0.062 mg/kg干重(EWC代码19 12 12)和0.052 mg/kg干重(EWC废物代码20 03 01)。根据CRISP-dm方法进行分析、数据推断和建模。将所得结果与农业土壤的最大允许汞浓度(2毫克/公斤干重)和《水俣公约》的规定(1毫克/公斤)进行了比较。观察到的废物中汞的平均、中位数和最大浓度明显低于假定的2毫克/公斤(II-1级土壤的允许浓度)和1毫克/公斤(《水俣公约》)。考察了废物中汞含量的稳定性。采用描述性统计、统计检验和回归模型。所进行的测试和分析显示,编号为19 12 12和20 03 01的废物的汞含量变化不大。没有观察到趋势或季节性。进行的分析和测试证实,数据是稳定的,数值很低。
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Assessment of the stability of mercury concentration in municipal waste using data science tools
Mercury and its compounds are among the most dangerous and toxic substances in the environment. As part of the study, several analyses and tests were conducted to demonstrate low and stable mercury content in municipal waste. A statistical analysis of the mercury content in waste (waste codes 19 12 12 and 20 03 01) was carried out using advanced IT tools. Based on 32 results for each waste, the maximum mercury concentration was 0.062 mg/kg dry weight (EWC Code 19 12 12) and 0.052 mg/kg dry weight (EWC waste code 20 03 01). The analysis, data inference, and modeling were performed according to the CRISP-dm methodology. The results obtained were compared with the maximum allowable mercury concentrations for agricultural soils (2 mg/kg dry weight) and the provisions of the Minamata Convention (1 mg/kg). The average, median, and maximum observed mercury concentrations in waste are significantly lower than the assumed levels of 2 mg/kg (permissible concentrations for II-1 soils) and 1 mg/kg (Minamata Convention). The stability of mercury content in waste was examined. Descriptive statistics, statistical tests, and regression modeling were used. The tests and analyses performed showed insignificant variation in the mercury content of the wastes with codes 19 12 12 and 20 03 01. No trend or seasonality was observed. The analyses and tests performed confirmed that the data are stable, and the values are low.
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