IDEAS home Printed from https://ideas.repec.org/a/gam/jsusta/v17y2025i9p4239-d1650960.html
   My bibliography  Save this article

Study on Temporal and Spatial Distribution Characteristics of Biogenic Pollutant Fluxes in Ten Main Rivers Discharging into the Sea in Eastern China

Author

Listed:
  • Lu Wang

    (Chinese Research Academy of Environmental Sciences, Beijing 100012, China
    College of Water Sciences, Beijing Normal University, Beijing 100875, China
    These authors contributed equally to this work.)

  • Shuqin Ma

    (Chinese Research Academy of Environmental Sciences, Beijing 100012, China
    These authors contributed equally to this work.)

  • Shuo Liu

    (School of Statistics, Renmin University of China, Beijing 100872, China)

  • Yan Chen

    (Chinese Research Academy of Environmental Sciences, Beijing 100012, China)

  • Wei Gao

    (Guangdong Provincial Key Laboratory of Water Quality Improvement and Ecological Restoration for Watersheds, School of Ecology, Environment and Resources, Guangdong University of Technology, Guangzhou 510006, China)

  • Yuan Zhang

    (Guangdong Provincial Key Laboratory of Water Quality Improvement and Ecological Restoration for Watersheds, School of Ecology, Environment and Resources, Guangdong University of Technology, Guangzhou 510006, China)

Abstract

Rapid economic development, accelerated urbanization, and agricultural modernization in eastern China have exacerbated pollution in rivers discharging into the sea, challenging regional ecological security and water resource sustainability. This study investigates ten main rivers in eastern China using monthly water quality and hydrological data from 2021 to 2023. Pollutant fluxes for permanganate index ( COD Mn ), ammonia nitrogen (AN), total phosphorus (TP), and total nitrogen (TN) were calculated, and their temporal and spatial variations were analyzed using descriptive statistics, two-way analysis of variance (ANOVA), and principal component analysis (PCA). Results show significant spatial heterogeneity, with the Yangtze (YAR) and Pearl Rivers (PER) exhibiting the highest fluxes due to high basin runoff and intense human activities. Seasonal variations significantly affect COD Mn , TP, and TN fluxes, with summer runoff and agricultural activities enhancing pollutant transport. Moreover, flood periods markedly increase pollutant fluxes compared to non-flood periods. PCA further reveals that the pollutant flux patterns of YAR and PER are clearly distinct from those of the other rivers, indicating the joint influence of geographic conditions and anthropogenic activities. This study provides quantitative evidence for regional water environment management and offers crucial guidance for developing sustainable, differentiated pollution control strategies.

Suggested Citation

  • Lu Wang & Shuqin Ma & Shuo Liu & Yan Chen & Wei Gao & Yuan Zhang, 2025. "Study on Temporal and Spatial Distribution Characteristics of Biogenic Pollutant Fluxes in Ten Main Rivers Discharging into the Sea in Eastern China," Sustainability, MDPI, vol. 17(9), pages 1-23, May.
  • Handle: RePEc:gam:jsusta:v:17:y:2025:i:9:p:4239-:d:1650960
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2071-1050/17/9/4239/pdf
    Download Restriction: no

    File URL: https://www.mdpi.com/2071-1050/17/9/4239/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Li Wu & Kai Liu & Ziqi Wang & Yujie Yang & Rui Sang & Haoyue Zhu & Xitong Wang & Yuqing Pang & Jiangshan Tong & Xiangting Liu & Mingyue Ma & Qianqian Wang & Kaijun Ma & Fan Liu, 2025. "Temporal–Spatial Variations in Physicochemical Factors and Assessing Water Quality Condition in River–Lake System of Chaohu Lake Basin, China," Sustainability, MDPI, vol. 17(5), pages 1-19, March.
    2. Lê, Sébastien & Josse, Julie & Husson, François, 2008. "FactoMineR: An R Package for Multivariate Analysis," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 25(i01).
    3. Suleyman Muyibi & Abdul Ambali & Garoot Eissa, 2008. "The Impact of Economic Development on Water Pollution: Trends and Policy Actions in Malaysia," Water Resources Management: An International Journal, Published for the European Water Resources Association (EWRA), Springer;European Water Resources Association (EWRA), vol. 22(4), pages 485-508, April.
    4. Zeileis, Achim & Grothendieck, Gabor, 2005. "zoo: S3 Infrastructure for Regular and Irregular Time Series," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 14(i06).
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Karin Kauer & Sandra Pärnpuu & Liina Talgre & Viacheslav Eremeev & Anne Luik, 2021. "Soil Particulate and Mineral-Associated Organic Matter Increases in Organic Farming under Cover Cropping and Manure Addition," Agriculture, MDPI, vol. 11(9), pages 1-23, September.
    2. Surun, Clément & Drechsler, Martin, 2018. "Effectiveness of Tradable Permits for the Conservation of Metacommunities With Two Competing Species," Ecological Economics, Elsevier, vol. 147(C), pages 189-196.
    3. Jan Kluge & Sarah Lappöhn & Kerstin Plank, 2023. "Predictors of TFP growth in European countries," Empirica, Springer;Austrian Institute for Economic Research;Austrian Economic Association, vol. 50(1), pages 109-140, February.
    4. Navarro-Miró, D. & Iocola, I. & Persiani, A. & Blanco-Moreno, J.M. & Kristensen, H. Lakkenborg & Hefner, M. & Tamm, K. & Bender, I. & Védie, H. & Willekens, K. & Diacono, M. & Montemurro, F. & Sans, F, 2019. "Energy flows in European organic vegetable systems: Effects of the introduction and management of agroecological service crops," Energy, Elsevier, vol. 188(C).
    5. Alexander Platzer & Thomas Nussbaumer & Thomas Karonitsch & Josef S Smolen & Daniel Aletaha, 2019. "Analysis of gene expression in rheumatoid arthritis and related conditions offers insights into sex-bias, gene biotypes and co-expression patterns," PLOS ONE, Public Library of Science, vol. 14(7), pages 1-23, July.
    6. Baccar, Mariem & Raynal, Hélène & Sekhar, Muddu & Bergez, Jacques-Eric & Willaume, Magali & Casel, Pierre & Giriraj, P. & Murthy, Sanjeeva & Ruiz, Laurent, 2023. "Dynamics of crop category choices reveal strategies and tactics used by smallholder farmers in India to cope with unreliable water availability," Agricultural Systems, Elsevier, vol. 211(C).
    7. Robin Russias & Rémy Delagarde & Katja Klumpp & Audrey Michaud, 2025. "Clarifying Grazing Management Methods: A Data-Driven Review," Sustainability, MDPI, vol. 17(11), pages 1-20, June.
    8. Aditi Sahu & Kivanc Kose & Lukas Kraehenbuehl & Candice Byers & Aliya Holland & Teguru Tembo & Anthony Santella & Anabel Alfonso & Madison Li & Miguel Cordova & Melissa Gill & Christi Fox & Salvador G, 2022. "In vivo tumor immune microenvironment phenotypes correlate with inflammation and vasculature to predict immunotherapy response," Nature Communications, Nature, vol. 13(1), pages 1-19, December.
    9. Joy R. Petway & Yu-Pin Lin & Rainer F. Wunderlich, 2019. "Analyzing Opinions on Sustainable Agriculture: Toward Increasing Farmer Knowledge of Organic Practices in Taiwan-Yuanli Township," Sustainability, MDPI, vol. 11(14), pages 1-27, July.
    10. repec:plo:pone00:0224286 is not listed on IDEAS
    11. Jacob Dice & Mallick Hossain & David Rodziewicz, 2024. "Flood Risk Exposures and Mortgage-Backed Security Asset Performance and Risk Sharing," Research Working Paper RWP 24-05, Federal Reserve Bank of Kansas City.
    12. Eunice Ekaette & Emeka Nwofia & Peter Okocha & Ikenna Nnnabue & Kenneth Eluwa & Jude Obidiegwu & Paterne A Agre, 2024. "Exploring the genetic diversity and population structure of aerial yams (Dioscorea bulbifera L.) DArT-seq and agronomic traits," PLOS ONE, Public Library of Science, vol. 19(8), pages 1-19, August.
    13. Pabitra Joshi & Guriqbal Singh Dhillon & Yaotian Gao & Amandeep Kaur & Justin Wheeler & Jianli Chen, 2024. "An Optimal Model to Improve Genomic Prediction for Protein Content and Test Weight in a Diverse Spring Wheat Panel," Agriculture, MDPI, vol. 14(3), pages 1-16, February.
    14. Malte Willmes & Katherine M Ransom & Levi S Lewis & Christian T Denney & Justin J G Glessner & James A Hobbs, 2018. "IsoFishR: An application for reproducible data reduction and analysis of strontium isotope ratios (87Sr/86Sr) obtained via laser-ablation MC-ICP-MS," PLOS ONE, Public Library of Science, vol. 13(9), pages 1-15, September.
    15. Nichiforel, Liviu & Keary, Kevin & Deuffic, Philippe & Weiss, Gerhard & Thorsen, Bo Jellesmark & Winkel, Georg & Avdibegović, Mersudin & Dobšinská, Zuzana & Feliciano, Diana & Gatto, Paola & Gorriz Mi, 2018. "How private are Europe’s private forests? A comparative property rights analysis," Land Use Policy, Elsevier, vol. 76(C), pages 535-552.
    16. Roopam Shukla & Ankit Agarwal & Kamna Sachdeva & Juergen Kurths & P. K. Joshi, 2019. "Climate change perception: an analysis of climate change and risk perceptions among farmer types of Indian Western Himalayas," Climatic Change, Springer, vol. 152(1), pages 103-119, January.
    17. Cholez, Celia & Pauly, Olivier & Mahdad, Maral & Mehrabi, Sepide & Giagnocavo, Cynthia & Bijman, Jos, 2023. "Heterogeneity of inter-organizational collaborations in agrifood chain sustainability-oriented innovations," Agricultural Systems, Elsevier, vol. 212(C).
    18. Munten, Pauline & Swaen, Valérie & Vanhamme, Joëlle, 2024. "Exploring rebound effects in Access-Based services (ABS)," Journal of Business Research, Elsevier, vol. 182(C).
    19. Thomas Brisard & Amelie Brisard & Mónica D. R. Toro-Manríquez & Soraya Villagrán Chacón & Pablo Jesús Marín-García & Lola Llobat & Guillermo Martínez Pastur & Sabina Miguel Maluenda & Alejandro Huerta, 2025. "Understory Forage Quality for Grazing Animals in Chilean Patagonian Forests," Land, MDPI, vol. 14(5), pages 1-23, May.
    20. Loc, Ho Huu & Park, Edward & Thu, Tran Ngoc & Diep, Nguyen Thi Hong & Can, Nguyen Trong, 2021. "An enhanced analytical framework of participatory GIS for ecosystem services assessment applied to a Ramsar wetland site in the Vietnam Mekong Delta," Ecosystem Services, Elsevier, vol. 48(C).
    21. Massimo Albanese, 2022. "Community Enterprises: Snapshots from Italy," European Journal of Economics and Business Studies Articles, Revistia Research and Publishing, vol. 8, ejes_v8_i.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:gam:jsusta:v:17:y:2025:i:9:p:4239-:d:1650960. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.