Use of auxiliary data of topography, snow and ice to improve model performance in a glacier-dominated catchment in Central Asia
文献类型:期刊论文
作者 | Gao, Hongkai1,2; Han, Tianding2; Liu, Youcun3; Zhao, Qiudong3 |
刊名 | HYDROLOGY RESEARCH
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出版日期 | 2017-10-01 |
卷号 | 48期号:5页码:1418-1437 |
关键词 | auxiliary information glacier hydrology model transferability Urumqi No. 1 Glacier |
ISSN号 | 1998-9563 |
DOI | 10.2166/nh.2016.242 |
通讯作者 | Han, Tianding() |
英文摘要 | Whether coupling auxiliary information (except for conventional rainfall-runoff and temperature data) into hydrological models can improve model performance and transferability is still an open question. In this study, we chose a glacier catchment to test the effect of auxiliary information, i.e., distributed forcing input, topography, snow-ice accumulation and melting on model calibration-validation and transferability. First, we applied the point observed precipitation and temperature as forcing data, to test the model performance in calibration-validation and transferability. Second, we took spatial distribution of forcing data into account, and did the same test. Third, the aspect was involved to do an identical experiment. Finally, the snow-ice simulation was used as part of the objective function in calibration, and to conduct the same experiment. Through stepwisely accounting these three pieces of auxiliary information, we found that a model without involving forcing data distribution, local relief, or snow-ice data can also perform well in calibration, but adding forcing data distribution and topography can dramatically increase model validation and transferability. It is also remarkable that including the snow-ice simulation into objective function did not improve model performance and transferability in this study. This may be because the well-gauged hydro-meteorological data are sufficient to constrain a well-designed hydrological model. |
收录类别 | SCI |
WOS关键词 | RAINFALL-RUNOFF MODEL ; CLIMATE-CHANGE ; HYDROLOGICAL MODEL ; UNITED-STATES ; URUMQI RIVER ; CHINA ; BASIN ; PRECIPITATION ; STREAMFLOW ; TEMPERATURE |
WOS研究方向 | Water Resources |
WOS类目 | Water Resources |
语种 | 英语 |
WOS记录号 | WOS:000412412500018 |
出版者 | IWA PUBLISHING |
URI标识 | http://www.irgrid.ac.cn/handle/1471x/2557698 |
专题 | 寒区旱区环境与工程研究所 |
通讯作者 | Han, Tianding |
作者单位 | 1.Arizona State Univ, Julie Ann Wrigley Global Inst Sustainabil, Tempe, AZ 85287 USA 2.Chinese Acad Sci, State Key Lab Cryospher Sci, Cold & Arid Reg Environm & Engn Res Inst, Lanzhou, Gansu, Peoples R China 3.Tianjin Normal Univ, Tianjin Key Lab Water Resources & Environm, 393 Binshuixi Rd, Tianjin, Peoples R China |
推荐引用方式 GB/T 7714 | Gao, Hongkai,Han, Tianding,Liu, Youcun,et al. Use of auxiliary data of topography, snow and ice to improve model performance in a glacier-dominated catchment in Central Asia[J]. HYDROLOGY RESEARCH,2017,48(5):1418-1437. |
APA | Gao, Hongkai,Han, Tianding,Liu, Youcun,&Zhao, Qiudong.(2017).Use of auxiliary data of topography, snow and ice to improve model performance in a glacier-dominated catchment in Central Asia.HYDROLOGY RESEARCH,48(5),1418-1437. |
MLA | Gao, Hongkai,et al."Use of auxiliary data of topography, snow and ice to improve model performance in a glacier-dominated catchment in Central Asia".HYDROLOGY RESEARCH 48.5(2017):1418-1437. |
入库方式: iSwitch采集
来源:寒区旱区环境与工程研究所
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