Parameter uncertainty and sensitivity analysis of the three Gorges Reservoir and Xiangxi River EFDC model

被引:21
|
作者
Xu, Song [1 ]
He, Guojian [1 ]
Fang, Hongwei [1 ]
Bai, Sen [2 ]
Wu, Xinghua [3 ]
机构
[1] Tsinghua Univ, Dept Hydraul Engn, State Key Lab Hydrosci & Engn, Beijing 100084, Peoples R China
[2] Tetra Tech Inc, 10306 Eaton Pl,Suite 340, Fairfax, VA 22030 USA
[3] China Three Gorges Corp, Beijing 100038, Peoples R China
基金
中国国家自然科学基金;
关键词
Sensitivity analysis; Uncertainty analysis; Three Gorges Reservoir; Water quality simulation; EFDC; WATER-QUALITY; EUTROPHICATION; SIMULATION; SEDIMENT; GROWTH; LOAD;
D O I
10.1016/j.jhydrol.2022.127881
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
Water quality models are decision support tools for the planning and management of the aquatic environment. However, the application of the model needs an intricate calibration process due to the various ranges of numerous parameters. To help improve the accuracy of model simulation, and reduce the workload of parameter adjustment to similar surface waters, parameter uncertainty and sensitivity analyses of the Environmental Fluid Dynamics Code (EFDC) model were carried out in this study. The EFDC model was first calibrated and simulation results agree well with the measured data. The Generalised Likelihood Uncertainty Estimation (GLUE) and Regional Sensitivity Analysis (RSA) methods are then applied to analyze the uncertainty and sensitivity of the model. Eighteen kinetic parameters related to algae and organic matter are filtered and analyzed. The results show that the sensitivities of the model to eighteen input parameters are significantly different. The modeled algae levels measured as chlorophyll-a (Chl-a) are highly sensitive to the optimal growth rate and the maximum basal metabolism rate of cyanobacteria (BMRc and PMc), with the Sensitivity Indices (SI) at 0.66 and 0.78, respectively. The inorganic nutrient levels (phosphorus, nitrate nitrogen and ammonia nitrogen) are highly sensitive to minimum respiration rates of corresponding dissolved organic matter (KDP and KDN) with SIs at 0.78, 0.56 and 0.88. Dissolved oxygen (DO) is highly sensitive to PMc and KDC, with their SIs at 0.66 and 0.85, respectively. The uncertainty interval is focused on the periods of high algae concentration. The simulated uncertainty in the surface water is higher than that in middle-layer water, and might be related to algal transport processes like settlement and horizontal transport. The results of the uncertainty and sensitivity analyses in this study support a better understand of the modeling mechanisms and provide scientific guidance for calibration in similar waterbodies.
引用
收藏
页数:14
相关论文
共 50 条
  • [41] Bivariate hydrologic risk analysis based on a coupled entropy-copula method for the Xiangxi River in the Three Gorges Reservoir area, China
    Y. R. Fan
    W. W. Huang
    G. H. Huang
    K. Huang
    Y. P. Li
    X. M. Kong
    Theoretical and Applied Climatology, 2016, 125 : 381 - 397
  • [42] Relationship between water quality of Xiangxi River Reservoir and the algal blooms in non-return area in the Three Gorges Reservoir Area
    Zhang, Qing-Wen
    Song, Lin-Xu
    Ji, Dao-Bin
    Fang, Hai-Tao
    He, Jin-Yan
    Huo, Jing
    Liu, Xing-Yuan
    Wang, Yao-Yao
    Zhu, Xiao-Sheng
    Zhongguo Huanjing Kexue/China Environmental Science, 2019, 39 (07): : 3018 - 3026
  • [43] Bivariate hydrologic risk analysis based on a coupled entropy-copula method for the Xiangxi River in the Three Gorges Reservoir area, China
    Fan, Y. R.
    Huang, W. W.
    Huang, G. H.
    Huang, K.
    Li, Y. P.
    Kong, X. M.
    THEORETICAL AND APPLIED CLIMATOLOGY, 2016, 125 (1-2) : 381 - 397
  • [44] Temporal variation of methane flux from Xiangxi Bay of the Three Gorges Reservoir
    Xiao, Shangbin
    Liu, Defu
    Wang, Yuchun
    Yang, Zhengjian
    Chen, Wenzhong
    SCIENTIFIC REPORTS, 2013, 3
  • [45] Seasonal variation in functional phytoplankton groups in Xiangxi Bay, Three Gorges Reservoir
    Min Yang
    Yonghong Bi
    Jianlin Hu
    Kongxian Zhu
    Guangjie Zhou
    Zhengyu Hu
    Chinese Journal of Oceanology and Limnology, 2011, 29 : 1057 - 1064
  • [46] Temporal variation of methane flux from Xiangxi Bay of the Three Gorges Reservoir
    Shangbin Xiao
    Defu Liu
    Yuchun Wang
    Zhengjian Yang
    Wenzhong Chen
    Scientific Reports, 3
  • [47] Occurrence and Characteristics of Microplastic Pollution in Xiangxi Bay of Three Gorges Reservoir, China
    Zhang, Kai
    Xiong, Xiong
    Hu, Hongjuan
    Wu, Chenxi
    Bi, Yonghong
    Wu, Yonghong
    Zhou, Bingsheng
    Lam, Paul K. S.
    Liu, Jiantong
    ENVIRONMENTAL SCIENCE & TECHNOLOGY, 2017, 51 (07) : 3794 - 3801
  • [48] Seasonal variation in functional phytoplankton groups in Xiangxi Bay, Three Gorges Reservoir
    Yang Min
    Bi Yonghong
    Hu Jianlin
    Zhu Kongxian
    Zhou Guangjie
    Hu Zhengyu
    CHINESE JOURNAL OF OCEANOLOGY AND LIMNOLOGY, 2011, 29 (05): : 1057 - 1064
  • [49] Ecosystem metabolism and the driving factors in Xiangxi Bay of Three Gorges Reservoir, China
    Ye, Lin
    Cai, Qinghua
    Zhang, Min
    Tan, Lu
    Shen, Henglun
    FRESHWATER SCIENCE, 2016, 35 (03) : 826 - 833
  • [50] Seasonal variation in functional phytoplankton groups in Xiangxi Bay, Three Gorges Reservoir
    杨敏
    毕永红
    胡建林
    朱孔贤
    周广杰
    胡征宇
    Chinese Journal of Oceanology and Limnology, 2011, 29 (05) : 1057 - 1064