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Source Apportionment and Ecological Risk Assessment of Potentially Toxic Elements in Cultivated Soils of Xiangzhou, China: A Combined Approach of Geographic Information System and Random Forest

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  • He Huang

    (Faculty of Urban and Environmental Sciences, Central China Normal University, Wuhan 430079, China)

  • Yong Zhou

    (Faculty of Urban and Environmental Sciences, Central China Normal University, Wuhan 430079, China)

  • Yu-Jie Liu

    (Faculty of Urban and Environmental Sciences, Central China Normal University, Wuhan 430079, China)

  • Liang Xiao

    (Faculty of Urban and Environmental Sciences, Central China Normal University, Wuhan 430079, China)

  • Ke Li

    (Faculty of Urban and Environmental Sciences, Central China Normal University, Wuhan 430079, China)

  • Meng-Yao Li

    (Faculty of Urban and Environmental Sciences, Central China Normal University, Wuhan 430079, China)

  • Yang Tian

    (Faculty of Urban and Environmental Sciences, Central China Normal University, Wuhan 430079, China)

  • Fei Wu

    (Faculty of Urban and Environmental Sciences, Central China Normal University, Wuhan 430079, China)

Abstract

Soil is both an important sink and a source for contaminants in the agricultural ecosystem. To research the sources and ecological risk of potentially toxic elements in Xiangzhou, China, 326 soil samples from arable land were collected and analyzed for five potentially toxic elements: cadmium (Cd), mercury (Hg), arsenic (As), lead (Pb), and chromium (Cr). In this research, ecological risk assessment was used to determine the degree of contamination in the research area, the outcome of the Geographic Information System was as used to study the spatial distribution characteristics of potentially toxic elements, and random forest was used to evaluate the natural and artificial influencing factors. We surveyed the sources of potentially toxic elements through quantifying the indicators, which gave further opinions. The results were as follows: (1) The average contents of potentially toxic elements were 0.14 mg/kg (Cd), 0.05 mg/kg (Hg), 12.33 mg/kg (As), 28.39 mg/kg (Pb), and 75.21 mg/kg (Cr), respectively. The results compared with the background value of Hubei, neighboring regions, and countries for Cd, As, Pb, and Cr showed mild pollution. (2) The total evaluation of soil pollution via the comprehensive pollution index indicated slight contamination by Cd. Assessment by the potential ecological risk index indicated low ecological risk due to Cd and moderate contamination by Hg. Evaluation through the geo-accumulation index evinced the low ecological risk for Cd, As, and Pb and moderate contamination by Hg. (3) We found that in addition to natural factors (such as soil parent material, soil pH, etc.), long-term industrial pollution, mineral mining and processing, exhaust emissions from transportation, the application of manure from farms as farmyard manure, and sewage irrigation were the primary anthropogenic sources of potentially toxic element contamination in the soil.

Suggested Citation

  • He Huang & Yong Zhou & Yu-Jie Liu & Liang Xiao & Ke Li & Meng-Yao Li & Yang Tian & Fei Wu, 2021. "Source Apportionment and Ecological Risk Assessment of Potentially Toxic Elements in Cultivated Soils of Xiangzhou, China: A Combined Approach of Geographic Information System and Random Forest," Sustainability, MDPI, vol. 13(3), pages 1-22, January.
  • Handle: RePEc:gam:jsusta:v:13:y:2021:i:3:p:1214-:d:486241
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    References listed on IDEAS

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    1. Xiaomin Yu & Haigang Li & Reiner Doluschitz, 2020. "Towards Sustainable Management of Mineral Fertilizers in China: An Integrative Analysis and Review," Sustainability, MDPI, vol. 12(17), pages 1-17, August.
    2. Josse, Julie & Husson, François, 2012. "Selecting the number of components in principal component analysis using cross-validation approximations," Computational Statistics & Data Analysis, Elsevier, vol. 56(6), pages 1869-1879.
    3. Hossain Md Anawar & Rezaul Chowdhury, 2020. "Remediation of Polluted River Water by Biological, Chemical, Ecological and Engineering Processes," Sustainability, MDPI, vol. 12(17), pages 1-18, August.
    4. Zhengfa Chen & Dongmei Shi, 2020. "Spatial Structure Characteristics of Slope Farmland Quality in Plateau Mountain Area: A Case Study of Yunnan Province, China," Sustainability, MDPI, vol. 12(17), pages 1-21, September.
    5. Hongwei Liu & Ronglu Yang & Zhixiang Zhou & Dacheng Huang, 2020. "Regional Green Eco-Efficiency in China: Considering Energy Saving, Pollution Treatment, and External Environmental Heterogeneity," Sustainability, MDPI, vol. 12(17), pages 1-19, August.
    6. Nishantha Bandara & Hiroshan Hettiarachchi & Elin Jensen & Tarik H. Binoy, 2020. "Upcycling Potential of Industrial Waste in Soil Stabilization: Use of Kiln Dust and Fly Ash to Improve Weak Pavement Subgrades Encountered in Michigan, USA," Sustainability, MDPI, vol. 12(17), pages 1-13, September.
    7. Zheng Huo & Junping Tian & Yanbin Wu & Fengjiao Ma, 2020. "A Soil Environmental Quality Assessment Model Based on Data Fusion and Its Application in Hebei Province," Sustainability, MDPI, vol. 12(17), pages 1-15, August.
    8. Frederic Noel Kamta & Janpeter Schilling & Jürgen Scheffran, 2020. "Insecurity, Resource Scarcity, and Migration to Camps of Internally Displaced Persons in Northeast Nigeria," Sustainability, MDPI, vol. 12(17), pages 1-15, August.
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    1. Anna Świercz & Mirosław Szwed & Łukasz Bąk & Adam Gawlik & Jakub Zamachowski, 2023. "Assessment of Cultivated Soil Contamination by Potentially Toxic Metals as a Result of a Galvanizing Plant Failure," Sustainability, MDPI, vol. 15(12), pages 1-12, June.

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