中国科学院机构知识库网格
Chinese Academy of Sciences Institutional Repositories Grid
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
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
DOI10.2166/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.

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来源:寒区旱区环境与工程研究所

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