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Machine Learning Analysis of Coastal Water Pollution in China: Drivers and Complex Relationships Cover

Machine Learning Analysis of Coastal Water Pollution in China: Drivers and Complex Relationships

By: Dehong Sun,  Senwei Zheng and  Yinhui Yu  
Open Access
|Apr 2026

References

  1. Vierros M, Nelson G, Caldeira M, Polejack A, Veiga JS, Sekinairai A. Building global momentum towards managing marine plastic pollution through SDG 14. Ocean Soc. 2024;1:8388. DOI: 10.17645/oas.8388.
  2. Pan X. A strategy for risk control of marine pollution from land-based sources: Establishment of multilateral guarantee mechanism. Front Mar Sci. 2025;12:1681518. DOI: 10.3389/fmars.2025.1681518.
  3. Zhang P, Wu S, Xu M, Luo X, Peng X, Ren C, et al. Spatiotemporal nutrient patterns, stoichiometry, and eutrophication assessment in the Tieshan Bay coastal water, China. J Mar Sci Eng. 2023;11:081602. DOI: 10.3390/jmse11081602.
  4. Nan Y, Chen Z, Wang B, Liang B, Hu J. Human activities caused hypoxia expansion in a large eutrophic estuary: Non-negligible role of riverine suspended sediments. Biogeosciences. 2025;22:5573-89. DOI: 10.5194/bg-22-5573-2025.
  5. Buhhalko N, Kuddithamby G, Vianello A, Rotander A, Vidal-Liñán L, Beiras R, et al. Microplastics (10 µm-5 mm) in European Atlantic Coastal Waters. Environ Adv. 2025;21:100644. DOI: 10.1016/j.envadv.2025.100644.
  6. Li Y, Cao L, Bian J, Chen W, Leng Z, Zhao X, et al. Investigation of the migration, distribution, and influence of microplastic leakage on Tuanjishan Island in Zhoushan using Mike. Prog Fish Sci. 2024;45(2):70-81. DOI: 10.19663/j.issn2095-9869.20231023002.
  7. Chaolu, Miao B, Qian N. Geospatial analysis of heavy metal concentrations in the coastal marine environment of Beihai, Guangxi during April 2021. Coasts. 2025;5(3):27. DOI: 10.3390/coasts5030027.
  8. Bhikhoo R, Bezuidenhout K, Molale-Tom L, Mienie C, Bezuidenhout C. Marine outfall discharges contribute to coastal microplastic pollution and the spread of antimicrobial resistance. PLoS ONE. 2025;20(8):e0329599. DOI: 10.1371/journal.pone.0329599.
  9. Sun Q, Wang X, Cheng L, Yang M. Over-tourism and green investments: Spatial MMQR insights on China’s coastal pollution and carbon emissions. Front Mar Sci. 2025;12:1605039. DOI: 10.3389/fmars.2025.1605039.
  10. Fan B, Li Y, Zhang Z, Yang Y, Li Y. Exploring cumulative vulnerability of mangrove forests to intensive coastal anthropogenic threats. Ecosyst Health Sustain. 2024;10:0153. DOI: 10.34133/ehs.0153.
  11. Golovko L, Ladychenko V, Yara O. Economic and international legal aspects of the protection of the marine environment from pollution. Balt J Econ Stud. 2025;11(3):339-43. DOI: 10.30525/2256-0742/2025-11-3-339-343.
  12. Verzosa RC, Katipunan FJM, Lumangyao JGB, Antonio ES. Solid waste management awareness and practices in coastal communities. Davao Res J. 2024;15(3):60-77. DOI: 10.59120/drj.v15i3.247.
  13. Adebanjo-Aina O, Oludoye O. Impact of nitrogen fertiliser usage in agriculture on water quality. Pollutants. 2025;5(3):21. DOI: 10.3390/pollutants5030021.
  14. Hu C, Wu Q, Liu G, Ran H, Guo M, Zhu J, et al. Nitrogen and phosphorus non-point source pollution in the upper Wujiang River Karst Basin: Critical source areas identification and influencing factors. Ecol Indic. 2025;170:112989. DOI: 10.1016/j.ecolind.2024.112989.
  15. Shenfang W, Haitao MA, Wei S. Water quality status and pollution prevention measures of rivers flowing into the sea via the Pearl River Estuary. Renmin Zhujiang. 2025;1-11. DOI: 10.3969/j.issn.1001-9235.2025.12.006.
  16. Li R, Wang Z, Huang M, Liao D, Yuan Z, Qian K. Environmental hygiene and healthcare-associated infection: A time-series study based on generalized additive model. Front Public Health. 2025;13:1592700. DOI: 10.3389/fpubh.2025.1592700.
  17. Melese D, Lemessa D, Abebe M, Hailegiorgis T, Nemomissa S. Modelling the distribution of Ekebergia capensis sparrm. (Meliaceae) under the current and future climate change scenarios in Ethiopia. BMC Ecol Evol. 2025;25(1):1-14. DOI: 10.1186/s12862-025-02437-0.
  18. Xie P, Yang Z, Liu F, Wu X. Drivers of short-term recovery in vegetation greenness and canopy height in burned areas of Southwest China. Environ Sustain Indic. 2025;28:100950. DOI: 10.1016/j.indic.2025.100950.
  19. Semedi B, Hardoko H, Dewi SNF, Fatimah A PDN. GAM (Generalized Additive Model) analysis for predicting potential area of Lemuru in Bali Strait. JFMR-J Fish Mar Res. 2022;6(1):33-40. DOI: 10.21776/ub.jfmr.2022.006.01.5.
  20. Nickels CF, Muhling BA, Portner EJ, Snodgrass OE, Dewar H. Ocean conditions drive interannual variability in juvenile albacore tuna (Thunnus alalunga) muscle energy content in the California Current System. PLoS ONE. 2025;20(9):e0331436. DOI: 10.1371/journal.pone.0331436.
  21. Han L, Sun Z, Zhang G, Zhang Y, Ren H, Teng Z, Current and future projection of scrub typhus risk related to land use change in China. GeoHealth. 2025;9(9):e2024GH001203. DOI: 10.1029/2024GH001203.
  22. Ravindra K, Singh T, Mor S. Emissions of air pollutants from primary crop residue burning in India and their mitigation strategies for cleaner emissions. J Clean Prod. 2019;208:261-73. DOI: 10.1016/j.jclepro.2018.10.031.
  23. Chang DY, Jeong S, Shin J. Assessing the impact of urbanization on forest carbon stocks and social costs using a machine learning approach. Sci Total Environ. 2024;954:176521. DOI: 10.1016/j.scitotenv.2024.176521.
  24. Sun J, Wang X, Liang M, Ren X, Liu X. Construction and analysis of China’s carbon emission model based on machine learning. Sci Rep. 2025;15(1):13349. DOI: 10.1038/s41598-025-91222-6.
  25. Zhang Y, Zhang S, Gao S, Ning Z, Jiao Z, Hu Q. Data-driven machine learning quantifies ozone transport in the Hangzhou Bay urban cluster. Front Environ Sci Eng. 2025;19(12):169. DOI: 10.1007/s11783-025-2089-1.
  26. Li Z, Zhao B, Li S, Shi Z, Yin D, Wu Q, et al. Tracking county-level cooking emissions and their drivers in China from 1990 to 2021 with ensemble machine learning. Earth Syst Sci Data. 2025;17(10):5113-35. DOI: 10.5194/essd-17-5113-2025.
  27. Li Y, Gao C, Chen J, Wang Q, Zhao J. Spatial-temporal distribution characteristics of Harpadon nehereus in the Yangtze River Estuary and its relationship with environmental factors. Front Mar Sci. 2024;11:1340522. DOI: 10.3389/fmars.2024.1340522.
  28. Ji Y, Zhang X, Cao Y. Urban air quality shifts in china: application of additive model and transfer learning to major cities. Toxics. 2025;13(5):334. DOI: 10.3390/toxics13050334.
  29. Cheng L, Yan M, Zhang W, Guan W, Zhong L, Xu J. Interpretable digital soil organic matter mapping based on geographical gaussian process-generalized additive model (GGP-GAM). Agriculture. 2024;14(9):1578. DOI: 10.3390/agriculture14091578.
  30. Comber A, Harris P, Murakami D, Nakaya T, Tsutsumida N, Yoshida T, et al. Encapsulating spatially varying relationships with a generalized additive model. ISPRS Int J Geo-Inf. 2024;13(12):459. DOI: 10.3390/ijgi13120459.
  31. Lai J, Tang J, Li T, Zhang A, Mao L. Evaluating the relative importance of predictors in generalized additive models using the gam.hp R package. Plant Divers. 2024;46(4):542-6. DOI: 10.1016/j.pld.2024.06.002.
  32. Barton NA, Farewell TS, Hallett SH. Using generalized additive models to investigate the environmental effects on pipe failure in clean water networks. NPJ Clean Water. 2020;3(1):31. DOI: 10.1038/s41545-020-0077-3.
  33. Tao G, Chen H, Li W. Beijing PM2.5 influencing factors analysis based on GAM. In: Proceedings of the 2020 IEEE/WIC/ACM Int Joint Conf Web Intelligence Intelligent Agent Technol (WI-IAT). 2020. p. 916-21. DOI: 10.1109/WIIAT50758.2020.00139.
  34. Xu T, Zhang C, Liu C, Hu Q. Variability of PM2.5 and O3 concentrations and their driving forces over Chinese megacities during 2018-2020. J Environ Sci. 2023;124:1-10. DOI: 10.1016/j.jes.2021.10.014.
DOI: https://doi.org/10.2478/eces-2026-0003 | Journal eISSN: 2084-4549 | Journal ISSN: 1898-6196
Language: English
Page range: 47 - 62
Published on: Apr 18, 2026
In partnership with: Paradigm Publishing Services
Publication frequency: 4 issues per year

© 2026 Dehong Sun, Senwei Zheng, Yinhui Yu, published by Society of Ecological Chemistry and Engineering
This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 3.0 License.