Li, Xuwei; Ding, Da; Wang, Xiang; Li, Mei; Chen, Yudong; Zhou, Yan; Deng, Shaopo; Xie, Wenyi; Kong, Lingya (2025) Integration of self-organizing map and Monte Carlo simulation for ecological risk prediction of heavy metal attenuation in groundwater. Ecotoxicology and Environmental Safety, 302. doi:10.1016/j.ecoenv.2025.118761

References Listed

These are the references the publisher has listed as being connected to the article. Please check the article itself for the full list of references which may differ. Not all references are currently linkable within the Digital Library.

	Abdi (2010)
	Administration, N.S., Standard for groundwater quality., GB/T 14848-2017, Beijing, 2017.
	Astel, A., Tsakovski, S., Barbieri, P., Simeonov, V. (2007) Comparison of self-organizing maps classification approach with cluster and principal components analysis for large environmental data sets. Water Research, 41. 4566-4578 doi:10.1016/j.watres.2007.06.030
	Campolongo, Francesca, Cariboni, Jessica, Saltelli, Andrea (2007) An effective screening design for sensitivity analysis of large models. Environmental Modelling & Software, 22 (10). 1509-1518 doi:10.1016/j.envsoft.2006.10.004
	Not Yet Imported: - journal-article : 10.1016/j.gsd.2019.03.004 If you would like this item imported into the Digital Library, please contact us quoting Journal ID
	Not Yet Imported: - journal-article : 10.3390/toxics10070385 If you would like this item imported into the Digital Library, please contact us quoting Journal ID
	Chen, Ruimin, Dou, Hongqiang, Lin, Yunzhao, Liu, Qingling, Jian, Wenbin (2024) In-situ infiltration-runoff characterization of slopes under the influences of different rainfall patterns and slope gradients. CATENA, 247. doi:10.1016/j.catena.2024.108519
	Chen (2023) China Geol. Ecological risk assessment and early warning of heavy metal cumulation in the soils near the Luanchuan molybdenum polymetallic mine concentration area, Henan Province, central China 6, 15
	Deng, Jiayi, Yang, Geng, Yan, Xinyao, Du, Junyan, Tang, Qiang, Yu, Chenglong, Pu, Shengyan (2024) Quality evaluation and health risk assessment of karst groundwater in Southwest China. Science of The Total Environment, 946. 174371 doi:10.1016/j.scitotenv.2024.174371
	Dusengemungu, Leonce, Mubemba, Benjamin, Gwanama, Cousins (2022) Evaluation of heavy metal contamination in copper mine tailing soils of Kitwe and Mufulira, Zambia, for reclamation prospects. Scientific Reports, 12 (1) doi:10.1038/s41598-022-15458-2
	Not Yet Imported: - journal-article : 10.1080/00032719.2020.1759616 If you would like this item imported into the Digital Library, please contact us quoting Journal ID
	Elumalai, Vetrimurugan, Brindha, K., Lakshmanan, Elango (2017) Human Exposure Risk Assessment Due to Heavy Metals in Groundwater by Pollution Index and Multivariate Statistical Methods: A Case Study from South Africa. Water, 9 (4) 234pp. doi:10.3390/w9040234
	Not Yet Imported: Processes - journal-article : 10.3390/pr10071267 If you would like this item imported into the Digital Library, please contact us quoting Journal ID
	Not Yet Imported: - journal-article : 10.1016/j.envint.2024.108544 If you would like this item imported into the Digital Library, please contact us quoting Journal ID
	Carballeira, J. A. Fernández, A. (2001) Evaluation of Contamination, by Different Elements, in Terrestrial Mosses. Archives of Environmental Contamination and Toxicology, 40 (4) 461-468 doi:10.1007/s002440010198
	Not Yet Imported: Environmental Monitoring and Assessment - journal-article : 10.1007/s10661-014-4069-y If you would like this item imported into the Digital Library, please contact us quoting Journal ID
	Guérif (2006) Artif. Intell. Soft Comput. Selection of clusters number and features subset during a two-levels clustering task , 28
	Hakanson, Lars (1980) An ecological risk index for aquatic pollution control.a sedimentological approach. Water Research, 14. 975-1001 doi:10.1016/0043-1354(80)90143-8
	Not Yet Imported: - journal-article : 10.3389/fenvs.2022.1024797 If you would like this item imported into the Digital Library, please contact us quoting Journal ID
	Hao (2024) Sci. Rep. Characterization of heavy metal contamination in groundwater of typical mining area in Hunan Province 14
	Not Yet Imported: - journal-article : 10.1179/174313107X176298 If you would like this item imported into the Digital Library, please contact us quoting Journal ID
	Not Yet Imported: - journal-article : 10.5539/jsd.v5n2p2 If you would like this item imported into the Digital Library, please contact us quoting Journal ID
	Jahanshahi (2020) J. Nat. Environ. Hazards Simulation of heavy metals transport in the groundwater of golgohar iron ore mine aquifer 9, 15
	Not Yet Imported: Ecological Indicators - journal-article : 10.1016/j.ecolind.2022.108683 If you would like this item imported into the Digital Library, please contact us quoting Journal ID
	Jiang, Yaqi, Gui, Herong, Li, Chen, Chen, Jiayu, Chen, Chen, wang, Chunlei, Zhao, Honghai, Guo, Yan, Xu, Jiying, Li, Jun, Qiu, Huili (2021) Evaluation of the difference in water quality between urban and suburban rivers based on self-organizing map. Acta Geophysica, 69 (5) 1855-1864 doi:10.1007/s11600-021-00631-4
	Jiang, Wanjun, Meng, Lishan, Liu, Futian, Sheng, Yizhi, Chen, Sheming, Yang, Jilong, Mao, Hairu, Zhang, Jing, Zhang, Zhuo, Ning, Hang (2023) Distribution, source investigation, and risk assessment of topsoil heavy metals in areas with intensive anthropogenic activities using the positive matrix factorization (PMF) model coupled with self-organizing map (SOM) Environmental Geochemistry and Health, 45 (8) Springer Science and Business Media LLC. 6353-6370 doi:10.1007/s10653-023-01587-8
	Jiang, Chunlu, Zhao, Qi, Zheng, Liugen, Chen, Xing, Li, Chang, Ren, Mengxi (2021) Distribution, source and health risk assessment based on the Monte Carlo method of heavy metals in shallow groundwater in an area affected by mining activities, China. Ecotoxicology and Environmental Safety, 224. 112679pp. doi:10.1016/j.ecoenv.2021.112679
	Ju, Qiding, Hu, Youbiao, Liu, Qimeng, Chai, Huichan, Chen, Kai, Zhang, Haitao, Wu, Youmiao (2023) Source apportionment and ecological health risks assessment from major ions, metalloids and trace elements in multi-aquifer groundwater near the Sunan mine area, Eastern China. Science of The Total Environment, 860. 160454 doi:10.1016/j.scitotenv.2022.160454
	Not Yet Imported: - journal-article : 10.1002/clen.200800141 If you would like this item imported into the Digital Library, please contact us quoting Journal ID
	Not Yet Imported: - journal-article : 10.1007/BF00337288 If you would like this item imported into the Digital Library, please contact us quoting Journal ID
	Li, Juan, Li, Xiang, Lv, Ningqing, Yang, Yang, Xi, Beidou, Li, Mingxiao, Bai, Shunguo, Liu, Di (2015) Quantitative assessment of groundwater pollution intensity on typical contaminated sites in China using grey relational analysis and numerical simulation. Environmental Earth Sciences, 74 (5). 3955-3968 doi:10.1007/s12665-014-3980-4
	(2016) Extensive study of potential harmful elements (Ag, As, Hg, Sb, and Se) in surface sediments of the Bohai Sea, China: Sources and environmental risks. Environmental Pollution, 219. 432-439 doi:10.1016/j.envpol.2016.05.034
	Li, Xuwei, Xie, Wenyi, Zhang, Ya, Chen, Yun, Li, Mei, Kong, Lingya, Ding, Da, Deng, Shaopo (2024) Research on pollution identification and safety thresholds based on the olfactory effect on a halogenated hydrocarbon contaminated site. Chemosphere, 363. 142914 doi:10.1016/j.chemosphere.2024.142914
	Not Yet Imported: Sustainable Cities and Society - journal-article : 10.1016/j.scs.2021.102827 If you would like this item imported into the Digital Library, please contact us quoting Journal ID
	Not Yet Imported: Human and Ecological Risk Assessment: An International Journal - journal-article : 10.1080/10807039.2017.1396531 If you would like this item imported into the Digital Library, please contact us quoting Journal ID
	Mahato (2014) Int. J. Earth Sci. Eng. Evaluation of metals in mine water and assessment of heavy metal pollution index of East Bokaro Coalfield area, Jharkhand, India 7, 1611
	Not Yet Imported: Journal of Cleaner Production - journal-article : 10.1016/j.jclepro.2021.129697 If you would like this item imported into the Digital Library, please contact us quoting Journal ID
	Nduka (2023) J. Hazard. Mater. Adv. Ecological and health risk assessment of radionuclides and heavy metals of surface and ground water of Ishiagu–Ezillo quarry sites of Ebonyi, Southeast Nigeria 10
	Not Yet Imported: - journal-article : 10.3390/w15010113 If you would like this item imported into the Digital Library, please contact us quoting Journal ID
	(2015) Application of chemometric analysis and self Organizing Map-Artificial Neural Network as source receptor modeling for metal speciation in river sediment. Environmental Pollution, 204. 64-73 doi:10.1016/j.envpol.2015.04.007
	Not Yet Imported: - journal-article : 10.1007/s11356-020-11580-8 If you would like this item imported into the Digital Library, please contact us quoting Journal ID
	Not Yet Imported: - journal-article : 10.1080/10807039.2012.688697 If you would like this item imported into the Digital Library, please contact us quoting Journal ID
	Not Yet Imported: International Journal of Environmental Analytical Chemistry - journal-article : 10.1080/03067319.2020.1743835 If you would like this item imported into the Digital Library, please contact us quoting Journal ID
	Not Yet Imported: - journal-article : 10.1016/j.jenvman.2022.115864 If you would like this item imported into the Digital Library, please contact us quoting Journal ID
	Not Yet Imported: - journal-article : 10.3390/cells12212537 If you would like this item imported into the Digital Library, please contact us quoting Journal ID
	Not Yet Imported: IEEE Transactions on Neural Networks - journal-article : 10.1109/72.846731 If you would like this item imported into the Digital Library, please contact us quoting Journal ID
	Not Yet Imported: Toxics - journal-article : 10.3390/toxics10070390 If you would like this item imported into the Digital Library, please contact us quoting Journal ID
	Xiang, Qing, Yu, Huan, Chu, Hongliang, Hu, Mengke, Xu, Tao, Xu, Xiaoyu, He, Ziyi (2022) The potential ecological risk assessment of soil heavy metals using self-organizing map. Science of The Total Environment, 843. 156978 doi:10.1016/j.scitotenv.2022.156978
	Xu (2008) Environ. Sci. Technol. Calculation of heavy metals' toxicity coefficient in the evaluation of potential ecological risk index 31, 112
	Zaidi (2024) Plant physiology biochemistry PPB Arsenic-induced plant stress: mitigation strategies and omics approaches to alleviate toxicity 213
	Zhang, Kuankuan, Mao, Kang, Xue, Jiaqi, Chen, Zhen, Du, Wei, Zhang, Hua (2024) Characteristics and risk assessment of heavy metals in groundwater at a typical smelter-contaminated site in Southwest China. Environmental Pollution, 357. 124401 doi:10.1016/j.envpol.2024.124401
	Zhang, Yaobin, Zhang, Qiulan, Chen, Wenfang, Shi, Weiwei, Cui, Yali, Chen, Leilei, Shao, Jingli (2023) Hydrogeochemical analysis and groundwater pollution source identification based on self-organizing map at a contaminated site. Journal of Hydrology, 616. 128839 doi:10.1016/j.jhydrol.2022.128839
	Zhang (2023) Chin. J. Ecol. Assessment of the ecological risk of heavy metal pollution in groundwater of typical lead-zinc mine and influenced area in Inner Mongolia 42, 2853
	Zhong, Xi, Chen, Ziwu, Li, Yaying, Ding, Kengbo, Liu, Wenshen, Liu, Ye, Yuan, Yongqiang, Zhang, Miaoyue, Baker, Alan J M, Yang, Wenjun, Fei, Yingheng, Wang, Yujie, Chao, Yuanqing, Qiu, Rongliang (2020) Factors influencing heavy metal availability and risk assessment of soils at typical metal mines in Eastern China. Journal of Hazardous Materials, 400. 123289pp. doi:10.1016/j.jhazmat.2020.123289
	Not Yet Imported: - journal-article : 10.1016/j.jclepro.2020.120664 If you would like this item imported into the Digital Library, please contact us quoting Journal ID

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