Abstract
Soil heavy metal pollution threatens ecological health and food security. It is significant to classify pollution risk management and control zones, which can effectively cope with soil pollution and scientifically carry out soil remediation projects. In this study, based on 665 soil samples collecting from Ningbo (southeast China), single pollution index and Nemerow composite pollution index (NCPI) were measured to assess soil pollution risk, and self-organization mapping model was applied to classify management and control zones. Results showed that the heavy metal pollution in the northwest part was more serious, while the east part was less polluted. Although more than 75% soil samples had negligible risks, the Hg and Cu pollution was greatly influential and notable as their polluted samples accounted for 24.21% and 12.48% respectively. Moreover, about 55.34% soil samples and more than half study region had pollution grades, and NCPI values were obviously high with the center of northwest study area. Results also showed that the study region could be classified into four zones with good spatial variabilities. Specifically, Monitored Zone with High-risk Pollution had the highest NCPI caused by human activities, while Controlled Zone with Severe Pollution had relatively high NCPI caused by industrial and agricultural production. Protected Zone with Ecological Conservation and Restricted Zone with Potential Pollution had low NCPIs attributing to historical or natural factors. Our study implies that the classified zones can provide fundamental and momentous information for establishing appropriate priorities of heavy metal risk management and control.
Similar content being viewed by others
Explore related subjects
Discover the latest articles, news and stories from top researchers in related subjects.References
Chen T, Lei M, Yang J, Zhou X (2014) Discussion on zoning of soil environmental risk control and remediation contaminated by heavy metals on regional scale. PCAS 29:321–326. https://doi.org/10.3969/j.issn.1000-3045.2014.03.009
Cheng H, Li M, Zhao C, Li K, Peng M, Qin A, Cheng X (2014) Overview of trace metals in the urban soil of 31 metropolises in China. J Geochem Explor 139:31–52. https://doi.org/10.1016/j.gexplo.2013.08.012
Chu H, Lin Y, Jang C, Chang T (2010) Delineating the hazard zone of multiple soil pollutants by multivariate indicator kriging and conditioned Latin hypercube sampling. Geoderma 158:242–251. https://doi.org/10.1016/j.geoderma.2010.05.003
D’Emilio M, Caggiano R, Macchiato M, Ragosta M, Sabia S (2013) Soil heavy metal contamination in an industrial area: analysis of the data collected during a decade. Environ Monit Assess 185:5951–5964. https://doi.org/10.1007/s10661-012-2997-y
Gao Y, Ji H (2018) Microscopic morphology and seasonal variation of health effect arising from heavy metals in PM2.5 and PM10: One-year measurement in a densely populated area of urban. Beij Atmos Res 212:213–226. https://doi.org/10.1016/j.atmosres.2018.04.027
Huang Y, Chen Q, Deng M, Japenga J, Li T, Yang X, He Z (2018) Heavy metal pollution and health risk assessment of agricultural soils in a typical peri-urban area in southeast China. J Environ Manag 207:159–168. https://doi.org/10.1016/j.jenvman.2017.10.072
Hu B, Jia X, Hu J, Xu D, Xia F, Li Y (2017) Assessment of heavy metal pollution and health risks in the soil-plant-human system in the Yangtze River delta, China. Int J Environ Res Public Health 14:1042. https://doi.org/10.3390/ijerph14091042
Jia L, Yang F, Zhang S, Lin Y, Wang J (2015) Analysis on soil environmental function zoning study progress. Chin J Agric Resourc Reg Plann 36:107–114. https://doi.org/10.7621/cjarrp.1005-9121.20150118
Keshavarzi A, Kumar V (2019) Ecological risk assessment and source apportionment of heavy metal contamination in agricultural soils of Northeastern Iran. Int J Environ Health Res 29:544–560. https://doi.org/10.1080/09603123.2018.1555638
Kim DG, Kang HM, Ko SO (2019) Reduction of non-point source contaminants associated with road-deposited sediments by sweeping. Environ Sci Pollut Res 26:1192–1207. https://doi.org/10.1007/s11356-017-0192-y
Kohonen T (1990) The self-organizing Map. Proc IEEE 78:1464–1480. https://doi.org/10.1109/5.58325
Kohonen T (2006) Self-organizing neural projections. Neur Netw 19:723–733. https://doi.org/10.1016/j.neunet.2006.05.001
Kohonen T (2013) Essentials of the self-organizing map. Neur Netw 37:52–65. https://doi.org/10.1016/j.neunet.2012.09.018
Li C, Yuan B, Zhang Y (2019) Effect assessment of ecological construction in China from 2008 to 2014. Pol J Environ Stud 28:1241–1246. https://doi.org/10.15244/pjoes/85945
Li Y, Zhu A, Shi Z, Liu J, Du F (2016) Supplemental sampling for digital soil mapping based on prediction uncertainty from both the feature domain and the spatial domain. Geoderma 284:73–84. https://doi.org/10.1016/j.geoderma.2016.08.013
Li Z, Su H, Wang L, Hu D, Zhang L, Fang J, Jin M, Fiati K, Samuel S, Song X, Shi H, Zhao J, Mao G (2018) Epidemiological study on metal pollution of Ningbo in China. Int J Environ Res Public Health 15:424. https://doi.org/10.3390/ijerph15030424
Liang J, Feng C, Zeng G, Gao X, Zhong M, Li X, Li X, He X, Fang Y (2017) Spatial distribution and source identification of heavy metals in surface soils in a typical coal mine city, Lianyuan, China. Environ Pollut 225:681–690. https://doi.org/10.1016/j.envpol.2017.03.057
Liu L, Li W, Song W, Guo M (2018) Remediation techniques for heavy metal-contaminated soils: principles and applicability. Sci Total Environ 633:206–219. https://doi.org/10.1016/j.scitotenv.2018.03.161
Liu R, Borthwick A (2011) Measurement and assessment of carrying capacity of the environment in Ningbo, China. J Environ Manag 92:2047–2053. https://doi.org/10.1016/j.jenvman.2011.03.033
Liu Y, Feng Y, Zhao Z, Zhang Q, Su S (2016) Socioeconomic drivers of forest loss and fragmentation: a comparison between different land use planning schemes and policy implications. Land Use Policy 54:58–68. https://doi.org/10.1016/j.landusepol.2016.01.016
Lü J, Jiao W, Qiu H, Chen B, Huang X, Kang B (2018) Origin and spatial distribution of heavy metals and carcinogenic risk assessment in mining areas at You′xi County southeast China. Geoderma 310:99–106. https://doi.org/10.1016/j.geoderma.2017.09.016
Marrugo-Negrete J, Pinedo-Hernández J, Díez S (2017) Assessment of heavy metal pollution, spatial distribution and origin in agricultural soils along the Sinu River Basin, Colombia. Environ Res 154:380–388. https://doi.org/10.1016/j.envres.2017.01.021
Men C, Liu R, Xu F, Wang Q, Guo L, Shen Z (2018) Pollution characteristics, risk assessment, and source apportionment of heavy metals in road dust in Beijing, China. Sci Total Environ 612:138–147. https://doi.org/10.1016/j.scitotenv.2017.08.123
Ministry of Ecology and Environmental of the People’s Republic of China (2018) Soil environmental quality risk control standard for soil contamination of agricultural land. GB 15618-2018, Beijing
Mu T, Wu T, Zhou T, Li Z, Ouyang Y, Jiang J, Zhu D, Hou J, Wang Z, Luo Y, Christie P, Wu L (2019) Geographical variation in arsenic, cadmium, and lead of soils and rice in the major rice producing regions of China. Sci Total Environ 677:373–381. https://doi.org/10.1016/j.scitotenv.2019.04.337
National Environmental Monitoring Center of the People’s Republic of China (1990) The background concentrations of soil elements of China. China Environmental Science Press, Beijing
NSPCIR (2014) The National Soil Pollution Condition Investigation Report. Ministry of Environmental Protection and Ministry of Land and Resources of the People’s Republic of China. Accessed 17th, April 2014
Pan H, Lu X, Lei K (2017) A comprehensive analysis of heavy metals in urban road dust of Xi’an, China: Contamination, source apportionment and spatial distribution. Sci Total Environ 609:1361–1369. https://doi.org/10.1016/j.scitotenv.2017.08.004
Pan L, Ma J, Hu Y, Su B, Fang G, Wang Y, Wang Z, Wang L, Xiang B (2016) Assessments of levels, potential ecological risk, and human health risk of heavy metals in the soils from a typical county in Shanxi Province, China. Environ Sci Pollut Res 23:19330–19340. https://doi.org/10.1007/s11356-016-7044-z
Pontau P, Hou Y, Cai H, Zhen Y, Jia X, Chiu ASF, Xu M (2015) Assessing land-use impacts by clean vehicle systems. Resour Conserv Recycl 95:112–119. https://doi.org/10.1016/j.resconrec.2014.12.008
Song B, Zeng G, Gong J, Liang J, Xu P, Liu Z, Zhang Y, Zhang C, Cheng M, Liu Y, Ye S, Yi H, Ren X (2017) Evaluation methods for assessing effectiveness of in situ remediation of soil and sediment contaminated with organic pollutants and heavy metals. Environ Int 105:43–55. https://doi.org/10.1016/j.envint.2017.05.001
State Council of the People’s Republic of China (2013) Arrangement of soil environmental protection and comprehensive management. State Council of the People’s Republic of Chin, Beijing
State Council of the People’s Republic of China (2016) Action plan for the prevention and control of soil pollution. State Council of the People’s Republic of China, Beijing
Sun M, Wang T, Xu X, Zhang L, Li J, Shi Y (2020) Ecological risk assessment of soil cadmium in China’s coastal economic development zone: a meta-analysis. Eco Health Sustain 6. https://doi.org/10.1080/20964129.2020.1733921
Vareda JP, Valente AJM, Duraes L (2019) Assessment of heavy metal pollution from anthropogenic activities and remediation strategies: A review. J Environ Manag 246:101–118. https://doi.org/10.1016/j.jenvman.2019.05.126
Wang B, Li H, Sun D (2014) Social-ecological patterns of soil heavy metals based on a self-organizing map (SOM): a case study in Beijing, China. Int J Environ Res Public Health 11:3618–3638. https://doi.org/10.3390/ijerph110403618
Wang M, Liang L, Siu W, Fan D, Sun H, Zhao H, Zhou G, Wu W (2019) Loss accounting of environmental pollution within Pearl River Delta region, South China. Environ Pollut 249:676–685. https://doi.org/10.1016/j.envpol.2019.03.081
Wei H, Luo M, Ju Z, Wu K (2018) Risk zoning and governance of heavy metal pollution in agricultural land. Chin J Agric Resourc Reg Plann 39:82–87. https://doi.org/10.7621/cjarrp.1005-9121.20180212
Yang Q, Li Z, Lu X, Duan Q, Huang L, Bi J (2018) A review of soil heavy metal pollution from industrial and agricultural regions in China: Pollution and risk assessment. Sci Total Environ 642:690–700. https://doi.org/10.1016/j.scitotenv.2018.06.068
You H (2017) Agricultural landscape dynamics in response to economic transition: Comparisons between different spatial planning zones in Ningbo region, China. Land Use Policy 61:316–328. https://doi.org/10.1016/j.landusepol.2016.11.025
Yu B, Wu K (2018) Eco-risk regionalization and control of heavy metal in soil with high background value. Acta Agric Univ Jiangx 40:629–634. https://doi.org/10.13836/j.jjau.2018081
Zang F, Wang S, Nan Z, Ma J, Zhang Q, Chen Y, Li Y (2017) Accumulation, spatio-temporal distribution, and risk assessment of heavy metals in the soil-corn system around a polymetallic mining area from the Loess Plateau, northwest China. Geoderma 305:188–196. https://doi.org/10.1016/j.geoderma.2017.06.008
Zeng X, Xu J, Huang Q, Tang S, Li Y, Li F, Zhou D, Wu Z (2015) Some deliberations on the issues of heavy metals in farmlands of China. Acta Ped Sin 50:186–194
Zhang H, Wang Z, Zhang Y, Hu Z (2012) The effects of the Qinghai-Tibet railway on heavy metals enrichment in soils. Sci Total Environ 439:240–248. https://doi.org/10.1016/j.scitotenv.2012.09.027
Zhang P, Qin C, Hong X, Kang G, Qin M, Yang D, Pang B, Li Y, He J, Dick RP (2018) Risk assessment and source analysis of soil heavy metal pollution from lower reaches of Yellow River irrigation in China. Sci Total Environ 633:1136–1147. https://doi.org/10.1016/j.scitotenv.2018.03.228
Zheng X, Lu A, Gao X, Zhao J, Zheng D (2002) Contamination of heavy metals in soil present situation and method. Soil Environ Sci 11:79–84. https://doi.org/10.16258/j.cnki.1674-5906.2002.01.020
Acknowledgements
This work is financed by the National Key Research and Development Program of China (2016YFD0201200), the National Natural Science Foundation of China (41771244), the special program of teaching and research development of Liberal Arts in Zhejiang University, and the Core Research Budget of the Non-Profit Governmental Research Institution of China (0032014013). The authors also thank the contributions of the reviewers for this manuscript.
Author information
Authors and Affiliations
Corresponding author
Ethics declarations
Conflict of Interest
The authors declare that they have no conflict of interest.
Additional information
Publisher’s note Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Rights and permissions
About this article
Cite this article
Xiang, M., Li, Y., Yang, J. et al. Assessment of Heavy Metal Pollution in Soil and Classification of Pollution Risk Management and Control Zones in the Industrial Developed City. Environmental Management 66, 1105–1119 (2020). https://doi.org/10.1007/s00267-020-01370-w
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s00267-020-01370-w