Influence of Industrialization and Environmental Protection on Environmental Pollution: A Case Study of Taihu Lake, China
Abstract
:1. Introduction
2. Materials and Methods
2.1. Field Sampling
2.2. Sediment Database
2.3. Database Analysis
2.4. Artificial Neural Network
2.5. Evaluation Criteria
3. Results
3.1. Analysis of Variables and Contaminants
3.2. BRBPNN Model Training and Test
3.3. Results of the BRBPNN Model
3.4. Prediction
4. Discussion
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Conflicts of Interest
References
- Chang, K.S. Chinese urbanization and development before and after economic reform: A comparative reappraisal. World Dev. 1994, 22, 601–613. [Google Scholar] [CrossRef]
- Zhu, Y. Chinese Cinema’s Economic Reform from the Mid-1980s to the Mid-1990s. J. Commun. 2010, 52, 905–921. [Google Scholar] [CrossRef]
- Child, J. Changes in the structure and prediction of earnings in Chinese state enterprises during the economic reform. Int. J. Hum. Resour. Manag. 1995, 6, 1–30. [Google Scholar] [CrossRef]
- Jian, X.A.; Yu, J. The Reindustrialization of Heavy Industry Unequal to the Extensive Economic Growth and the Traditional Road to Industrialization—The Doubts About Some Viewpoints of Professor Wu Jinglian. J. Acad. Mon. 2006, 5, 88–95. [Google Scholar]
- Haritash, A.K.; Kaushik, C.P. Biodegradation aspects of polycyclic aromatic hydrocarbons (PAHs): A review. J. Hazard. Mater. 2009, 169, 1–15. [Google Scholar] [CrossRef] [PubMed]
- Gan, S.; Lau, E.V.; Ng, H.K. Remediation of soils contaminated with polycyclic aromatic hydrocarbons (PAHs). J. Hazard. Mater. 2009, 172, 532–549. [Google Scholar] [CrossRef] [PubMed]
- Wang, C.; Wu, S.; Zhou, S.L.; Wang, H.; Li, B.; Chen, H.; Yu, Y.; Shi, Y. Polycyclic aromatic hydrocarbons in soils from urban to rural areas in Nanjing: Concentration, source, spatial distribution, and potential human health risk. Sci. Total Environ. 2015, 527–528, 375–383. [Google Scholar] [CrossRef] [PubMed]
- Hamid, N.; Syed, J.H.; Junaid, M.; Mahmood, A.; Li, J.; Zhang, G.; Malik, R.N. Elucidating the urban levels, sources and health risks of polycyclic aromatic hydrocarbons (PAHs) in Pakistan: Implications for changing energy demand. Sci. Total Environ. 2018, 619–620, 165–175. [Google Scholar] [CrossRef] [PubMed]
- Wang, C.; Shaohua, W.U.; Zhou, S.; Shi, Y.; Song, J. Characteristics and Source Identification of Polycyclic Aromatic Hydrocarbons (PAHs) in Urban Soils: A Review. Pedosphere 2017, 27, 17–26. [Google Scholar] [CrossRef]
- Wang, C.; Zhou, S.; Song, J.; Wu, S. Human health risks of polycyclic aromatic hydrocarbons in the urban soils of Nanjing, China. Sci. Total Environ. 2018, 612, 750–757. [Google Scholar] [CrossRef] [PubMed]
- Wang, C.; Zhou, S.; Wu, S.; Song, J.; Shi, Y.; Li, B.; Chen, H. Surface water polycyclic aromatic hydrocarbons (PAH) in urban areas of Nanjing, China. Water Sci. Technol. 2017, 76, 2150–2157. [Google Scholar] [CrossRef] [PubMed]
- Khan, S.; Cao, Q.; Zheng, Y.M.; Huang, Y.Z.; Zhu, Y.G. Health risks of heavy metals in contaminated soils and food crops irrigated with wastewater in Beijing, China. Environ. Pollut. 2008, 152, 686–692. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Bryan, G.W.; Langston, W.J. Bioavailability, accumulation and effects of heavy metals in sediments with special reference to United Kingdom estuaries: A review. Environ. Pollut. 1992, 76, 89–131. [Google Scholar] [CrossRef]
- Valenta, P. Voltammetric study on the interaction of the heavy metals Cd(II) and Mn(II) with transfer-RNA, DNA and other polynucleotides. Toxicol. Environ. Chem. Rev. 1985, 10, 103–117. [Google Scholar]
- Wan, D.; Song, L.; Yang, J.; Jin, Z.; Zhan, C.; Mao, X.; Liu, D.; Shao, Y. Increasing heavy metals in the background atmosphere of central North China since the 1980s: Evidence from a 200-year lake sediment record. Atmos. Environ. 2016, 138, 183–190. [Google Scholar] [CrossRef]
- Lei, P.; Zhang, H.; Shan, B. Vertical records of sedimentary PAHs and their freely dissolved fractions in porewater profiles from the northern bays of Taihu Lake, Eastern China. RSC Adv. 2016, 6, 98835–98844. [Google Scholar] [CrossRef] [Green Version]
- Han, Y.M.; Wei, C.; Bandowe, B.A.; Wilcke, W.; Cao, J.J.; Xu, B.Q.; Gao, S.P.; Tie, X.X.; Li, G.H.; Jin, Z.D. Elemental carbon and polycyclic aromatic compounds in a 150-year sediment core from Lake Qinghai, Tibetan Plateau, China: Influence of regional and local sources and transport pathways. Environ. Sci. Technol. 2015, 49, 4176–4183. [Google Scholar] [CrossRef] [PubMed]
- Lima, A.L.C.; And, T.I.E.; Reddy, C.M. High-Resolution Record of Pyrogenic Polycyclic Aromatic Hydrocarbon Deposition during the 20th Century. Environ. Sci. Technol. 2003, 37, 53–61. [Google Scholar] [CrossRef] [PubMed]
- Thevenon, F.; Guédron, S.; Chiaradia, M.; Loizeau, J.L.; Poté, J. (Pre-) historic changes in natural and anthropogenic heavy metals deposition inferred from two contrasting Swiss Alpine lakes. Quat. Sci. Rev. 2011, 30, 224–233. [Google Scholar] [CrossRef] [Green Version]
- Anagu, I.; Ingwersen, J.; Utermann, J.; Streck, T. Estimation of heavy metal sorption in German soils using artificial neural networks. Geoderma 2009, 152, 104–112. [Google Scholar] [CrossRef]
- Sari, B. Modeling effluent heavy metal concentrations in a bioleaching process using an artificial neural network technique. Afr. J. Biotechnol. 2012, 11, 16196–16204. [Google Scholar]
- Buszewski, B.; Kowalkowski, T. A New Model of Heavy Metal Transport in the Soil Using Nonlinear Artificial Neural Networks. Environ. Eng. Sci. 2006, 23, 589–595. [Google Scholar] [CrossRef]
- Liu, G.; Zheng, M.; Lv, P.; Liu, W.; Wang, C.; Zhang, B.; Xiao, K. Estimation and characterization of polychlorinated naphthalene emission from coking industries. Environ. Sci. Technol. 2010, 44, 8156–8161. [Google Scholar] [CrossRef] [PubMed]
- Shi, X.Q.; Yang, X.B.; Wang, Z.X.; Qiu, L.; Wu, T.C.; Wang, Z.Z. A novel use of neural network model to determine the effects of multibiomarker on early health damage among Chinese steel workers. Environ. Toxicol. 2015, 26, 1–9. [Google Scholar] [CrossRef] [PubMed]
- Wösten, J.H.M.; Pachepsky, Y.A.; Rawls, W.J. Pedotransfer functions: Bridging the gap between available basic soil data and missing soil hydraulic characteristics. J. Hydrol. 2001, 251, 123–150. [Google Scholar] [CrossRef]
- Maren, A.J.; Harston, C.T.; Pap, R.M. Handbook of Neural Computing Applications; Academic Press: Cambridge, MA, USA, 1990; pp. 439–448. [Google Scholar]
- Li, Y.; Zhou, S.; Zhu, Q.; Li, B.; Wang, J.; Wang, C.; Chen, L.; Wu, S. One-century sedimentary record of heavy metal pollution in western Taihu Lake, China. Environ. Pollut. 2018, 240, 709–716. [Google Scholar] [CrossRef] [PubMed]
- Mackay, D.J.C. Bayesian interpolation. Neural Comput. 1992, 4, 415–447. [Google Scholar] [CrossRef]
- Livingstone, D.J. Artificial Neural Networks: Methods and Applications (Methods in Molecular Biology); Humana Press: New York, NY, USA, 2008; Volume 458. [Google Scholar]
- Foresee, F.D.; Hagan, M.T. Gauss-Newton Approximation to Bayesian Learning. In Proceedings of the International Conference on Neural Networks; IEEE: Piscataway, NJ, USA, 1997; pp. 1930–1935. [Google Scholar]
- Chenard, J.F.; Caissie, D. Stream temperature modelling using artificial neural networks: Application on Catamaran Brook, New Brunswick, Canada. Hydrol. Process. 2008, 22, 3361–3372. [Google Scholar] [CrossRef]
- Singh, K.P.; Basant, A.; Malik, A.; Jain, G. Artificial neural network modeling of the river water quality—A case study. Ecol. Model. 2017, 220, 888–895. [Google Scholar] [CrossRef]
- Nash, J.E.; Sutcliffe, J.V. River flow forecasting through conceptual models part I—A discussion of principles. J. Hydrol. 1970, 10, 282–290. [Google Scholar] [CrossRef]
- Sun, P.; Xie, B.; Song, Y.; Yang, H.; Wang, Y. Historical Trends of Polycyclic Aromatic Hydrocarbons in the Reservoir Sediment of the Dianchi Watershed, Southwest China. Bull. Environ. Contam. Toxicol. 2017, 99, 117–124. [Google Scholar] [CrossRef] [PubMed]
- Liu, G.; Zhang, G.; Jin, Z.; Li, J. Sedimentary record of hydrophobic organic compounds in relation to regional economic development: A study of Taihu Lake, East China. Environ. Pollut. 2009, 157, 2994–3000. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Liu, Y.; Yu, N.; Li, Z.; Wei, Y.; Ma, L.; Zhao, J. Sedimentary record of PAHs in the Liangtan River and its relation to socioeconomic development of Chongqing, Southwest China. Chemosphere 2012, 89, 893–899. [Google Scholar] [CrossRef] [PubMed]
- Guo, Z.; Lin, T.; Zhang, G.; Yang, Z.; Fang, M. High-Resolution Depositional Records of Polycyclic Aromatic Hydrocarbons in the Central Continental Shelf Mud of the East China Sea. Environ. Sci. Technol. 2006, 40, 5304–5311. [Google Scholar] [CrossRef] [PubMed]
- Guo, Z.; Lin, T.; Zhang, G.; Zheng, M.; Zhang, Z.; Hao, Y.; Fang, M. The sedimentary fluxes of polycyclic aromatic hydrocarbons in the Yangtze River Estuary coastal sea for the past century. Sci. Total Environ. 2007, 386, 33–41. [Google Scholar] [CrossRef] [PubMed]
- Peng, X.; Wang, Z.; Yu, Y.; Tang, C.; Lu, H.; Xu, S.; Chen, F.; Mai, B.; Chen, S.; Li, K. Temporal trends of hydrocarbons in sediment cores from the Pearl River Estuary and the northern South China Sea. Environ. Pollut. 2008, 156, 442–448. [Google Scholar] [CrossRef] [PubMed]
- Xu, S.; Liu, W.; Tao, S. Emission of polycyclic aromatic hydrocarbons in China. Environ. Sci. Technol. 2006, 40, 702–708. [Google Scholar] [CrossRef] [PubMed]
- Zhang, Y.; Tao, S.; Cao, J.; Coveney, R.M. Emission of Polycyclic Aromatic Hydrocarbons in China by County. Environ. Sci. Technol. 2007, 41, 683–687. [Google Scholar] [CrossRef] [PubMed]
- Lagosavid, M.P.; Bonilla, C.A. Predicting the particle size distribution of eroded sediment using artificial neural networks. Sci. Total Environ. 2017, 581, 833–839. [Google Scholar] [CrossRef] [PubMed]
- Xu, B.; Yang, X.; Gu, Z.; Zhang, Y.; Chen, Y.; Lv, Y. The trend and extent of heavy metal accumulation over last one hundred years in the Liaodong Bay, China. Chemosphere 2009, 75, 442–446. [Google Scholar] [CrossRef] [PubMed]
- Hao, Y.; Guo, Z.; Yang, Z.; Fan, D.; Fang, M.; Li, X. Tracking historical lead pollution in the coastal area adjacent to the Yangtze River Estuary using lead isotopic compositions. Environ. Pollut. 2008, 156, 1325–1331. [Google Scholar] [CrossRef] [PubMed]
- Li, Y.; Mei, L.; Zhou, S.; Jia, Z.; Wang, J.; Li, B.; Wang, C.; Wu, S. Analysis of historical sources of heavy metals in lake taihu based on the positive matrix factorization model. Int. J. Environ. Res. Public Health 2018, 15, 1540. [Google Scholar] [CrossRef] [PubMed]
- Jia, Z.; Zhou, S.; Su, Q.; Yi, H.; Wang, J. Comparison study on the estimation of the spatial distribution of regional soil metal(loid)s pollution based on kriging interpolation and BP neural network. Int. J. Environ. Res. Public Health 2018, 15, 34. [Google Scholar]
- Sarkar, S.; Ahmed, T.; Swami, K.; Judd, C.D.; Bari, A.; Dutkiewicz, V.A.; Husain, L. History of atmospheric deposition of trace elements in lake sediments, ~1880 to 2007. J. Geophys. Res. Atmos. 2015, 120, 5658–5669. [Google Scholar] [CrossRef] [Green Version]
- Cortizas, A.M.; Varela, E.P.; Bindler, R.; Biester, H.; Cheburkin, A. Reconstructing historical Pb and Hg pollution in NW Spain using multiple cores from the Chao de Lamoso bog (Xistral Mountains). Geochim. Cosmochim. Acta 2012, 82, 68–78. [Google Scholar] [CrossRef]
Laws | Time of Promulgation |
---|---|
Law of the People’s Republic of China on the Prevention and Control of Atmospheric Pollution | 29 April 2000 |
Law of the People’s Republic of China on the Prevention and Control of Solid Waste Pollution | 29 December 2004 |
Law of the People’s Republic of China on Grasslands | 28 December 2002 |
People’s Republic of China water law | 29 August 2002 |
Measures for the management of urban green line | 9 September 2002 |
Regulations on the administration of the use of sewage charges | 30 January 2002 |
Regulations on returning farmland to forests | 6 December 2002 |
Clean Production Promotion Law of People’s Republic of China | 29 June 2002 |
Standard for control of hazardous waste storage pollution | 28 December 2001 |
Management method of water function area | 30 May 2003 |
Measures for environmental management of new chemicals | 1 April 2003 |
Interim Measures for administrative licensing of environmental protection | 17 June 2004 |
Supervision and management measures for sewage discharge entrance into river | 30 November 2004 |
Law of the People’s Republic of China on the Prevention and Control of Water Pollution | 28 February 2008 |
Measures for environmental administrative punishment | 19 January 2010 |
Contaminants | Year | ||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|
2020 | 2021 | 2022 | 2023 | 2024 | 2025 | 2026 | 2027 | 2028 | 2029 | 2030 | |
Cd (μg kg−1) | 1631.5 | 1659.3 | 1689.7 | 1722.8 | 1758.5 | 1796.9 | 1837.7 | 1880.5 | 1924.9 | 1970.2 | 2015.5 |
BaP (ng g−1) | 147.7 | 163.4 | 180.7 | 199.9 | 221.3 | 244.9 | 271.1 | 300.1 | 332.3 | 368.1 | 407.8 |
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Li, Y.; Zhou, S.; Jia, Z.; Ge, L.; Mei, L.; Sui, X.; Wang, X.; Li, B.; Wang, J.; Wu, S. Influence of Industrialization and Environmental Protection on Environmental Pollution: A Case Study of Taihu Lake, China. Int. J. Environ. Res. Public Health 2018, 15, 2628. https://doi.org/10.3390/ijerph15122628
Li Y, Zhou S, Jia Z, Ge L, Mei L, Sui X, Wang X, Li B, Wang J, Wu S. Influence of Industrialization and Environmental Protection on Environmental Pollution: A Case Study of Taihu Lake, China. International Journal of Environmental Research and Public Health. 2018; 15(12):2628. https://doi.org/10.3390/ijerph15122628
Chicago/Turabian StyleLi, Yan, Shenglu Zhou, Zhenyi Jia, Liang Ge, Liping Mei, Xueyan Sui, Xiaorui Wang, Baojie Li, Junxiao Wang, and Shaohua Wu. 2018. "Influence of Industrialization and Environmental Protection on Environmental Pollution: A Case Study of Taihu Lake, China" International Journal of Environmental Research and Public Health 15, no. 12: 2628. https://doi.org/10.3390/ijerph15122628