Spatio-Temporal Variability of Water Quality in the Middle Danube-The Influence of Air Temperature and Discharge

被引:0
|
作者
Grzywna, Antoni [1 ]
Grabic, Jasna [2 ]
Rozanska-Boczula, Monika [3 ]
Vranesevic, Milica [2 ]
机构
[1] Univ Life Sci Lublin, Fac Prod Engn, Dept Environm Engn & Geodesy, PL-20950 Lublin, Poland
[2] Univ Novi Sad, Fac Agr, Dept Water Management, Novi Sad 21000, Serbia
[3] Univ Life Sci Lublin, Fac Prod Engn, Dept Appl Math & Comp Sci, Lublin, Poland
关键词
ecological status; climate factors; regression; multivariate analysis; the Danube River; RIVER DANUBE; MANAGEMENT;
D O I
10.3390/w16152081
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Large watercourses are characterised by significant spatial and temporal changes in water quality due to both natural and anthropogenic impacts. The paper analyses changes in the Danube's spatial and seasonal water quality in its middle part at five monitoring stations for the period 2018-2022. Examined water quality parameters include oxygen saturation (Os), ammonium (N-NH4), pH, 5-day biochemical oxygen demand (BOD), nitrate nitrogen (N-NO3), orthophosphates (P-PO4), suspended solids (SS), electrical conductivity (EC), and water temperature (WT). Furthermore, the analysis took into account the influence of two additional factors: air temperature (AT) and discharge (D). Throughout the entire period under study, all parameters were characterised by low concentration values, which met the environmental objective of good ecological status. The use of multivariate statistical methods allowed for the identification of EC, N-NH4, WT, Os, SS, and N-NO3 as determining the greatest spatio-seasonal variability of water quality in a selected section of the Danube. Regression models determined WT, EC and nitrogen nitrate changes as depending on AT, flow, and exposure time. Knowing models not only gives a better understanding of the dynamics of changes in water quality in the stretch of the Danube under study but potentially allows the prediction of these parameters based on easily measurable environmental variables.
引用
收藏
页数:16
相关论文
共 50 条
  • [1] Spatio-temporal variability of dryness/wetness in the Danube River Basin
    Ionita, M.
    Scholz, P.
    Chelcea, S.
    HYDROLOGICAL PROCESSES, 2015, 29 (20) : 4483 - 4497
  • [2] Modelling spatio-temporal variability of temperature
    Cao, Xiaofeng
    Okhrin, Ostap
    Odening, Martin
    Ritter, Matthias
    COMPUTATIONAL STATISTICS, 2015, 30 (03) : 745 - 766
  • [3] Modelling spatio-temporal variability of temperature
    Xiaofeng Cao
    Ostap Okhrin
    Martin Odening
    Matthias Ritter
    Computational Statistics, 2015, 30 : 745 - 766
  • [4] Spatio-temporal variability and the impact of Phailin on water quality of Chilika lagoon
    Barik, Saroja K.
    Muduli, Pradipta R.
    Mohanty, Bita
    Behera, Alaya T.
    Mallick, Suprava
    Das, Abhijit
    Samal, R. N.
    Rastogi, Gurdeep
    Pattnaik, Ajit K.
    CONTINENTAL SHELF RESEARCH, 2017, 136 : 39 - 56
  • [5] SPATIO-TEMPORAL VARIABILITY OF WATER TEMPERATURE IN AN ANASTOMOSING SECTION OF THE NAREW RIVER
    Rajwa-Kuligiewicz, Agnieszka
    Bialik, Robert J.
    Rowinski, Pawel M.
    11TH INTERNATIONAL SYMPOSIUM ON ECOHYDRAULICS, 2016,
  • [6] Identification and influence of spatio-temporal outliers in urban air quality measurements
    O'Leary, Brendan
    Reiners, John J., Jr.
    Xu, Xiaohong
    Lemke, Lawrence D.
    SCIENCE OF THE TOTAL ENVIRONMENT, 2016, 573 : 55 - 65
  • [7] Spatio-temporal Prediction of Air Quality Using Spatio-temporal Clustering and Hierarchical Bayesian Model
    Wang, Feiyun
    Hu, Yao
    Qin, Yutao
    CHIANG MAI JOURNAL OF SCIENCE, 2024, 51 (05):
  • [8] Spatio-temporal variability of temperature and precipitation in a Himalayan watershed
    Nabi, Sakiba
    Ahanger, Manzoor Ahmad
    Dar, Abdul Qayoom
    NATURAL HAZARDS, 2023, 115 (02) : 1743 - 1760
  • [9] Spatio-temporal variability of temperature and precipitation in a Himalayan watershed
    Sakiba Nabi
    Manzoor Ahmad Ahanger
    Abdul Qayoom Dar
    Natural Hazards, 2023, 115 : 1743 - 1760
  • [10] Incorporating Spatio-Temporal Smoothness for Air Quality Inference
    Zhao, Xiangyu
    Xu, Tong
    Fu, Yanjie
    Chen, Enhong
    Guo, Hao
    2017 17TH IEEE INTERNATIONAL CONFERENCE ON DATA MINING (ICDM), 2017, : 1177 - 1182