Hydrological Modeling in the Upper Lancang-Mekong River Basin Using Global and Regional Gridded Meteorological Re-Analyses

被引:3
作者
Zhang, Shixiao [1 ]
Lang, Yang [1 ]
Yang, Furong [1 ]
Qiao, Xinran [1 ]
Li, Xiuni [1 ,2 ]
Gu, Yuefei [3 ]
Yi, Qi [1 ]
Luo, Lifeng [4 ,5 ]
Duan, Qingyun [6 ]
机构
[1] Yunnan Univ, Sch Earth Sci, Kunming 650050, Peoples R China
[2] Cent China Normal Univ, Coll Urban & Environm Sci, Wuhan 430079, Peoples R China
[3] Yunnan Univ, Inst Int Rivers & Ecosecur, Kunming 650050, Peoples R China
[4] Michigan State Univ, Dept Geog Environm & Spatial Sci, E Lansing, MI 48824 USA
[5] Michigan State Univ, Ctr Global Change & Earth Observat, E Lansing, MI 48824 USA
[6] Hohai Univ, Coll Hydrol & Water Resources, Nanjing 210098, Peoples R China
基金
中国国家自然科学基金;
关键词
CFSR; CMADS; meteorological variables; hydrological simulations; SWAT plus; upper Lancang-Mekong River Basin (LMRB); SENSITIVITY-ANALYSIS METHODS; RAINFALL-RUNOFF MODELS; CLIMATE-CHANGE; SWAT MODEL; INPUT DATA; PRECIPITATION; CALIBRATION; STREAMFLOW; ACCURACY; IMPACTS;
D O I
10.3390/w15122209
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Multisource meteorological re-analyses provide the most reliable forcing data for driving hydrological models to simulate streamflow. We aimed to assess different hydrological responses through hydrological modeling in the upper Lancang-Mekong River Basin (LMRB) using two gridded meteorological datasets, Climate Forecast System Re-analysis (CFSR) and the China Meteorological Assimilation Driving Datasets for the Soil and Water Assessment Tool (SWAT) model (CMADS). We selected the Pearson's correlation coefficient (R), percent bias (PBIAS), and root mean square error (RMSE) indices to compare the six meteorological variables of the two datasets. The spatial distributions of the statistical indicators in CFSR and CMADS, namely, the R, PBIAS, and RMSE values, were different. Furthermore, the soil and water assessment tool plus (SWAT+) model was used to perform hydrological modeling based on CFSR and CMADS meteorological re-analyses in the upper LMRB. The different meteorological datasets resulted in significant differences in hydrological responses, reflected by variations in the sensitive parameters and their optimal values. The differences in the calibrated optimal values for the sensitive parameters led to differences in the simulated water balance components between the CFSR- and CMADS-based SWAT+ models. These findings could help improve the understanding of the strengths and weaknesses of different meteorological re-analysis datasets and their roles in hydrological modeling.
引用
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页数:24
相关论文
共 71 条
[1]   A Guideline for Successful Calibration and Uncertainty Analysis for Soil and Water Assessment: A Review of Papers from the 2016 International SWAT Conference [J].
Abbaspour, Karim C. ;
Vaghefi, Saeid Ashraf ;
Srinivasan, Raghvan .
WATER, 2018, 10 (01)
[2]   An integrated hydrologic Bayesian multimodel combination framework: Confronting input, parameter, and model structural uncertainty in hydrologic prediction [J].
Ajami, Newsha K. ;
Duan, Qingyun ;
Sorooshian, Soroosh .
WATER RESOURCES RESEARCH, 2007, 43 (01)
[3]  
[Anonymous], 1991, World Soil Resources. An explanatory note on the FAO world Soil Resources Map at 1:25000000 scale
[4]  
Arnold JG, 2012, T ASABE, V55, P1491
[5]   Evaluation of NCEP-CFSR, NCEP-NCAR, ERA-Interim, and ERA-40 Reanalysis Datasets against Independent Sounding Observations over the Tibetan Plateau [J].
Bao, Xinghua ;
Zhang, Fuqing .
JOURNAL OF CLIMATE, 2013, 26 (01) :206-214
[6]   MSWEP: 3-hourly 0.25° global gridded precipitation (1979-2015) by merging gauge, satellite, and reanalysis data [J].
Beck, Hylke E. ;
van Dijk, Albert I. J. M. ;
Levizzani, Vincenzo ;
Schellekens, Jaap ;
Miralles, Diego G. ;
Martens, Brecht ;
de Roo, Ad .
HYDROLOGY AND EARTH SYSTEM SCIENCES, 2017, 21 (01) :589-615
[7]   Introduction to SWAT plus , A Completely Restructured Version of the Soil and Water Assessment Tool [J].
Bieger, Katrin ;
Arnold, Jeffrey G. ;
Rathjens, Hendrik ;
White, Michael J. ;
Bosch, David D. ;
Allen, Peter M. ;
Volk, Martin ;
Srinivasan, Raghavan .
JOURNAL OF THE AMERICAN WATER RESOURCES ASSOCIATION, 2017, 53 (01) :115-130
[8]   SWAT manual calibration and parameters sensitivity analysis in a semi-arid watershed in North-western Morocco [J].
Brouziyne, Youssef ;
Abouabdillah, Aziz ;
Bouabid, Rachid ;
Benaabidate, Lahcen ;
Oueslati, Ons .
ARABIAN JOURNAL OF GEOSCIENCES, 2017, 10 (19)
[9]   Sensitivity and identifiability of stream flow generation parameters of the SWAT model [J].
Cibin, R. ;
Sudheer, K. P. ;
Chaubey, I. .
HYDROLOGICAL PROCESSES, 2010, 24 (09) :1133-1148
[10]   Predicting Tropical Monsoon Hydrology Using CFSR and CMADS Data over the Cau River Basin in Vietnam [J].
Dao, Duy Minh ;
Lu, Jianzhong ;
Chen, Xiaoling ;
Kantoush, Sameh A. ;
Binh, Doan Van ;
Phan, Phamchimai ;
Tung, Nguyen Xuan .
WATER, 2021, 13 (09)