Systematic assessment of the uncertainty in integrated surface water-groundwater modeling based on the probabilistic collocation method

被引:83
|
作者
Wu, Bin [1 ]
Zheng, Yi [1 ]
Tian, Yong [1 ]
Wu, Xin [1 ]
Yao, Yingying [1 ]
Han, Feng [1 ]
Liu, Jie [1 ]
Zheng, Chunmiao [1 ]
机构
[1] Peking Univ, Coll Engn, Ctr Water Res, Beijing 100871, Peoples R China
基金
中国国家自然科学基金;
关键词
HEIHE RIVER-BASIN; EVALUATING PARAMETER IDENTIFIABILITY; DISTRIBUTED RUNOFF MODEL; STATISTICS; MOUNTAINOUS REGION; CLIMATE-CHANGE; FLOW SYSTEM; ENVIRONMENT; SENSITIVITY; EVAPOTRANSPIRATION;
D O I
10.1002/2014WR015366
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Systematic uncertainty analysis (UA) has rarely been conducted for integrated modeling of surface water-groundwater (SW-GW) systems, which is subject to significant uncertainty, especially at a large basin scale. The main objective of this study was to explore an innovative framework in which a systematic UA can be effectively and efficiently performed for integrated SW-GW models of large river basins and to illuminate how process understanding, model calibration, data collection, and management can benefit from such a systematic UA. The framework is based on the computationally efficient Probabilistic Collocation Method (PCM) linked with a complex simulation model. The applicability and advantages of the framework were evaluated and validated through an integrated SW-GW model for the Zhangye Basin in the middle Heihe River Basin, northwest China. The framework for systematic UA allows for a holistic assessment of the modeling uncertainty, yielding valuable insights into the hydrological processes, model structure, data deficit, and potential effectiveness of management. The study shows that, under the complex SW-GW interactions, the modeling uncertainty has great spatial and temporal variabilities and is highly output-dependent. Overall, this study confirms that a systematic UA should play a critical role in integrated SW-GW modeling of large river basins, and the PCM-based approach is a promising option to fulfill this role.
引用
收藏
页码:5848 / 5865
页数:18
相关论文
共 50 条
  • [21] Risk assessment of groundwater contamination based on stochastic collocation method
    Shi, L.-S. (liangshs@gmail.com), 1600, International Research and Training Center on Erosion and Sedimentation and China Water and Power Press (23):
  • [22] Experimental investigation of the thermal time-series method for surface water-groundwater interactions
    Rau, Gabriel C.
    Andersen, Martin S.
    Acworth, R. Ian
    WATER RESOURCES RESEARCH, 2012, 48
  • [23] Probabilistic assessment of groundwater mixing with surface water for agricultural utilization
    Jang, Cheng-Shin
    Chen, Jui-Sheng
    JOURNAL OF HYDROLOGY, 2009, 376 (1-2) : 188 - 199
  • [24] A hydraulic mixing-cell method to quantify the groundwater component of streamflow within spatially distributed fully integrated surface water-groundwater flow models
    Partington, D.
    Brunner, P.
    Simmons, C. T.
    Therrien, R.
    Werner, A. D.
    Dandy, G. C.
    Maier, H. R.
    ENVIRONMENTAL MODELLING & SOFTWARE, 2011, 26 (07) : 886 - 898
  • [25] Investigating groundwater-lake interactions in the Laurentian Great Lakes with a fully-integrated surface water-groundwater model
    Xu, Shu
    Frey, S. K.
    Erler, A. R.
    Khader, O.
    Berg, S. J.
    Hwang, H. T.
    Callaghan, M., V
    Davison, J. H.
    Sudicky, E. A.
    JOURNAL OF HYDROLOGY, 2021, 594
  • [26] Estimating exploitable amount of groundwater abstraction using an integrated surface water-groundwater model: Mihocheon watershed, South Korea
    Chung, Il-Moon
    Lee, Jeongwoo
    Kim, Nam Won
    Na, Hanna
    Chang, Sun Woo
    Kim, Yongcheol
    Kim, Gyoo-Bum
    HYDROLOGICAL SCIENCES JOURNAL-JOURNAL DES SCIENCES HYDROLOGIQUES, 2015, 60 (05): : 863 - 872
  • [27] Modeling surface water-groundwater interaction in arid and semi-arid regions with intensive agriculture
    Tian, Yong
    Zheng, Yi
    Wu, Bin
    Wu, Xin
    Liu, Jie
    Zheng, Chunmiao
    ENVIRONMENTAL MODELLING & SOFTWARE, 2015, 63 : 170 - 184
  • [28] Assessing distributed groundwater recharge rate using integrated surface water-groundwater modelling: application to Mihocheon watershed, South Korea
    Chung, Il-Moon
    Kim, Nam-Won
    Lee, Jeongwoo
    Sophocleous, Marios
    HYDROGEOLOGY JOURNAL, 2010, 18 (05) : 1253 - 1264
  • [29] Assessment of ensemble data assimilation based heat tracer method for estimating surface water-groundwater interaction at seasonal timescale under complex field conditions
    Zhai, Xuchen
    Chen, Kewei
    Liang, Xiuyu
    Wang, Guoliang
    Zhao, Xin
    Guo, Zhilin
    Zhou, Renjie
    Ding, Chen
    Liu, Cancan
    Zheng, Chunmiao
    JOURNAL OF HYDROLOGY, 2025, 649
  • [30] An Integrated Modeling Approach to Study the Surface Water-Groundwater Interactions and Influence of Temporal Damping Effects on the Hydrological Cycle in the Miho Catchment in South Korea
    Joo, Jaewon
    Tian, Yong
    Zheng, Chunmiao
    Zheng, Yi
    Sun, Zan
    Zhang, Aijing
    Chang, Hyungjoon
    WATER, 2018, 10 (11)