Application of stochastic model to assessment of heavy metal(loid)s source apportionment and bio-availability in rice fields of karst area

被引:26
|
作者
Zhang, Bolun [1 ,2 ]
Liu, Lingling [2 ]
Huang, Zhanbin [1 ]
Hou, Hong [2 ]
Zhao, Long [2 ]
Sun, Zaijin [2 ]
机构
[1] China Univ Min & Technol Beijing, Sch Chem Environm Engn, Beijing 100083, Peoples R China
[2] Chinese Res Inst Environm Sci, State Key Lab Environm Criteria & Risk Assessment, Beijing 100012, Peoples R China
关键词
Heavy metal(loid)s; Source apportionment; Health risk assessment; Rice fields; Karst; AGRICULTURAL SOILS; SPATIAL-DISTRIBUTION; METAL POLLUTION; HEALTH-RISKS; RIVER-BASIN; CONTAMINATION; URBAN; CADMIUM; GIS; PB;
D O I
10.1016/j.scitotenv.2021.148614
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Mining activities and high geological background are considered the important factors causing heavy metal(loid) s accumulation in rice fields of karst area. In this study, the contents, main sources, and the factors influencing bio-availability of heavy metal(loid)s were determined using conditional inference tree (CIT), random forest (RF), and geostatistical analyses with 105 soil samples collected from rice fields in karst area. Contamination by Cd, Hg, As, and Pb in soil was relatively serious in the study area in which the compound pollution was highly similar to that in the flooded area. CIT and RF effectively identified the contributions of natural and anthropogenic inputs of soil heavy metal(loid)s. Concentrations of Pb, As, and Hg were closely associated with human inputs whose cumulative contribution rates reached 68%, 87%, and 86%, respectively. Industrial activities (28%) and geogenic characteristics (44%) were primary sources of Cd accumulation. The soil pH, soil organic matter (SOM), distance from city center, the contents of heavy metal(loid)s in soil, and industry type were the most important factors influencing bio-availability of heavy metal(loid)s. Combined effect of multiple metals could not be ignored, in which As and Cd contributed over 80% to total non-carcinogenic risks for adults and children. (c) 2021 Elsevier B.V. All rights reserved.
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页数:10
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