Analysis of driving factors of spatial distribution of heavy metals in soil of non-ferrous metal smelting sites: Screening the geodetector calculation results combined with correlation analysis
Abstract
Heavy metals (HMs) discharged from smelting production may pose a major threat to human health and soil ecosystems. In this study, the spatial distribution characteristics of HMs in the soil of a non-ferrous metal smelting site were assessed. This study employed the geodetector (GD) by optimizing the classification condition and supplementing the correlation analysis (CA). The contribution of driving factors, such as production workshop distributions, hydrogeological conditions, and soil physicochemical properties, to the distribution of HMs in soil in the horizontal and vertical dimensions was assessed. The results showed that the main factors underlying the spatial distribution of As, Cd, Hg, Pb, Sb, and Zn in the horizontal direction were the distance from the sintering workshop (the maximum q value of that factor, q=0.28), raw material yard (q=0.14), and electrolyzer (q=0.29), while those in the vertical direction were the soil moisture content (q=0.17), formation lithology (q=0.12), and soil pH (q=0.06). The findings revealed that the CA is a simple and effective method to supplement the GD analysis underlying the spatial distribution characteristics of HMs at site scale. This study provides useful suggestions for environmental management to prevent HMs pollution and control HMs in the soil of non-ferrous metal smelting sites.
- Publication:
-
Journal of Hazardous Materials
- Pub Date:
- March 2023
- DOI:
- 10.1016/j.jhazmat.2022.130614
- Bibcode:
- 2023JHzM..44530614M
- Keywords:
-
- CA;
- correlation analysis;
- GD;
- geodetector;
- HMs;
- heavy metals;
- IDW;
- inverse distance weighting;
- MLR;
- multiple linear regression;
- RMSE;
- root mean square error;
- Site scale;
- Hydrogeological conditions;
- Factor screening;
- Sintering workshop;
- Formation lithology