Arid
DOI10.4296/cwrj3603884
Two-Way Calibration-Validation of SWAT Model for a Small Prairie Watershed with Short Observed Record
Rahbeh, Michel1; Chanasyk, David1; Miller, Jim2
通讯作者Rahbeh, Michel
来源期刊CANADIAN WATER RESOURCES JOURNAL
ISSN0701-1784
出版年2011
卷号36期号:3页码:247-270
英文摘要

The Soil Water Assessment Tool (SWAT) model was calibrated for a small watershed with extensive irrigation, low runoff, and a short (2004-2007) period of record in the semi-arid region of the Canadian prairies. The watershed is located on a segment of a river. The net flow between the upstream (inlet) and downstream (outlet) locations of the reach comprises only a fraction of the streamflow at the outlet. This type of watershed is rarely investigated and generally different from the "pear shaped" single outlet watersheds presented in SWAT literature. The objectives of this study were to determine if SWAT could be calibrated and validated on this unique watershed using one- and two-way calibration-validation methods, and to determine the effect of a variable climatic record on calibrated and validated parameters. To study the effect of a variable climatic record on the calibrated parameters for this watershed a two-way calibration verification scheme that involved two scenarios was used. Scenario 1 involved calibration using 2004 (average precipitation) and 2005 (above average precipitation) and validation on 2006 and 2007 (both below average precipitation). For scenario 2, the calibration and validation periods were reversed. A third scenario utilized the period of 2004-2006 for calibration and reserved the 2007 data for validation. The objective criteria used to evaluate model performance included decomposition of the Root Mean Square Error (RMSE) into systematic and unsystematic error, the Nash-Sutcliffe efficiency coefficient (EF) and the coefficient of determination (R(2)) as model best fit objective functions. The calibration results were satisfactory for scenarios 1 and 3. The calibration of scenario 2 and the validation results for all three scenarios were unsatisfactory. The objective criteria calculated separately for each year in the calibration records showed the calibration results were satisfactory for 2005 only, which is the only wet year in the observed record with above average precipitation. Thus, calibrated parameters were mainly influenced by the 2005 wet season. Therefore, SWAT model calibration on a mixed record of wet and dry conditions will reflect the hydrological processes dominant during wet conditions rather than those observed during dry ones. Although we conclude that the SWAT model could not be successfully validated on this unique watershed, a longer record may result in successful calibration and validation.


类型Article
语种英语
国家Canada
收录类别SCI-E
WOS记录号WOS:000298069500004
WOS关键词RAINFALL-RUNOFF MODELS ; AUTOMATIC CALIBRATION ; UNCERTAINTY ANALYSIS ; GLOBAL OPTIMIZATION ; SOUTHERN ALBERTA ; HYDROLOGIC MODEL ; SOIL-MOISTURE ; NSGA-II ; CATCHMENT ; QUALITY
WOS类目Water Resources
WOS研究方向Water Resources
资源类型期刊论文
条目标识符http://119.78.100.177/qdio/handle/2XILL650/167515
作者单位1.Univ Alberta, Dept Renewable Resources, Edmonton, AB T6G 2H1, Canada;
2.Agr & Agri Food Canada, Lethbridge, AB T1J 4B1, Canada
推荐引用方式
GB/T 7714
Rahbeh, Michel,Chanasyk, David,Miller, Jim. Two-Way Calibration-Validation of SWAT Model for a Small Prairie Watershed with Short Observed Record[J],2011,36(3):247-270.
APA Rahbeh, Michel,Chanasyk, David,&Miller, Jim.(2011).Two-Way Calibration-Validation of SWAT Model for a Small Prairie Watershed with Short Observed Record.CANADIAN WATER RESOURCES JOURNAL,36(3),247-270.
MLA Rahbeh, Michel,et al."Two-Way Calibration-Validation of SWAT Model for a Small Prairie Watershed with Short Observed Record".CANADIAN WATER RESOURCES JOURNAL 36.3(2011):247-270.
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