Impact of model development, calibration and validation decisions on hydrological simulations in West Lake Erie Basin

被引:121
作者
Daggupati, Prasad [1 ]
Yen, Haw [2 ,3 ]
White, Michael J. [3 ]
Srinivasan, Raghavan [1 ]
Arnold, Jeffrey G. [3 ]
Keitzer, Conor S. [4 ]
Sowa, Scott P. [5 ]
机构
[1] Texas A&M Univ, Spatial Sci Lab, Suite 221,1500 Res Plaza, College Stn, TX 77843 USA
[2] Texas A&M AgriLife Res, Blackland Res & Extens Ctr, Temple, TX 76504 USA
[3] USDA ARS, Grassland Soil & Water Res Lab, Temple, TX 76502 USA
[4] Ohio State Univ, Dept Evolut Ecol & Organismal Biol, Aquat Ecol Lab, Columbus, OH 43212 USA
[5] Nature Conservancy, Michigan Field Off, Lansing, MI 48906 USA
关键词
intra-watershed processes; spatial calibration; spatial and temporal scale parameter transfer; SWAT; NHD plus model; WATER ASSESSMENT-TOOL; SWAT MODEL; MULTISITE CALIBRATION; SENSITIVITY-ANALYSIS; UNGAUGED CATCHMENTS; RIVER-BASIN; INPUT DATA; REGIONALIZATION; YIELD; SCALE;
D O I
10.1002/hyp.10536
中图分类号
TV21 [水资源调查与水利规划];
学科分类号
081501 ;
摘要
Watershed simulationmodels are used extensively to investigate hydrologic processes, landuse and climate change impacts, pollutant load assessments and best management practices (BMPs). Developing, calibrating and validating these models require a number of critical decisions that will influence the ability of the model to represent real world conditions. Understanding how these decisions influence model performance is crucial, especially when making science-based policy decisions. This study used the Soil and Water Assessment Tool (SWAT) model in West Lake Erie Basin (WLEB) to examine the influence of several of these decisions on hydrological processes and streamflow simulations. Specifically, this study addressed the following objectives (1) demonstrate the importance of considering intra-watershed processes during model development, (2) compare and evaluated spatial calibration versus calibration at outlet and (3) evaluate parameter transfers across temporal and spatial scales. Acoarser resolution (HUC-12) model and a finer resolution model (NHDPlus model) were used to support the objectives. Results showed that knowledge of watershed characteristics and intra-watershed processes are critical to produced accurate and realistic hydrologic simulations. The spatial calibration strategy produced better results compared to outlet calibration strategy and provided more confidence. Transferring parameter values across spatial scales (i.e. from coarser resolution model to finer resolution model) needs additional fine tuning to produce realistic results. Transferring parameters across temporal scales (i.e. from monthly to yearly and daily time-steps) performed well with a similar spatial resolution model. Furthermore, this study shows that relying solely on quantitative statistics without considering additional information can produce good but unrealistic simulations. Copyright (C) 2015 John Wiley & Sons, Ltd.
引用
收藏
页码:5307 / 5320
页数:14
相关论文
共 58 条
[1]   Modelling hydrology and water quality in the pre-alpine/alpine Thur watershed using SWAT [J].
Abbaspour, Karim C. ;
Yang, Jing ;
Maximov, Ivan ;
Siber, Rosi ;
Bogner, Konrad ;
Mieleitner, Johanna ;
Zobrist, Juerg ;
Srinivasan, Raghavan .
JOURNAL OF HYDROLOGY, 2007, 333 (2-4) :413-430
[2]  
[Anonymous], T ASABE IN PRESS
[3]  
Arnold JG, 2012, T ASABE, V55, P1491
[4]  
Arnold JG, 2012, 436 TR TEX WAT RES I, P436
[5]  
Arnold JG, 2015, T ASABE IN PRESS
[6]  
Baker N.T., 2011, U.S. Geological Survey data series, V573
[7]  
Benham BL, 2006, T ASABE, V49, P987, DOI 10.13031/2013.21739
[8]  
Bingner RL, 1997, T ASAE, V40, P1329, DOI 10.13031/2013.21391
[9]   Multi-variable and multi-site calibration and validation of SWAT in a large mountainous catchment with high spatial variability [J].
Cao, WZ ;
Bowden, WB ;
Davie, T ;
Fenemor, A .
HYDROLOGICAL PROCESSES, 2006, 20 (05) :1057-1073
[10]   Effectiveness of best management practices in improving water quality in a pasture-dominated watershed [J].
Chaubey, I. ;
Chiang, L. ;
Gitau, M. W. ;
Mohamed, S. .
JOURNAL OF SOIL AND WATER CONSERVATION, 2010, 65 (06) :424-437