Hydrological evaluation of satellite and reanalysis precipitation products in the glacier-fed river basin (Gilgit)

被引:9
|
作者
Abro, Mohammad Ilyas [1 ]
Wei, Ming [1 ,2 ]
Zhu, Dehua [1 ]
Elahi, Ehsan [3 ]
Ali, Gohar [1 ,4 ]
Khaskheli, Murad Ali [5 ]
Shah, Abid Raza [1 ]
Nkunzimana, Athanase [6 ,7 ]
机构
[1] Nanjing Univ Informat Sci & Technol, Collaborat Innovat Ctr Forecast & Evaluat Meteoro, Nanjing 210044, Peoples R China
[2] Chinese Acad Meteorol Sci, State Key Lab Severe Weather, Beijing 100081, Peoples R China
[3] Nanjing Univ Informat Sci & Technol, Sch Business, Nanjing 210044, Peoples R China
[4] Pakistan Meteorol Dept, Sect H-8-2,POB 44000, Islamabad, Pakistan
[5] Univ Sindh, Inst Phys, Jamshoro, Pakistan
[6] Nanjing Univ Informat Sci & Technol, Sch Geog Sci, Nanjing 210044, Peoples R China
[7] Univ Burundi, Dept Geog, POB 5142, Bujumbura, Burundi
基金
中国国家自然科学基金;
关键词
Gilgit; Multisources; Satellite rainfall; PDM; Hydrological modeling; WATER-RESOURCES; INDUS BASIN; TRMM; CLIMATE; MANAGEMENT; TMPA; SNOW;
D O I
10.1007/s12517-020-05621-2
中图分类号
P [天文学、地球科学];
学科分类号
07 ;
摘要
Weather conditions and flow are frequently analyzed using the multisource precipitation products, where rain gauge network is not available or dispersed. This study has been designed to evaluate the precipitation and flow using rain gauges, satellite, and reanalysis data (TRMM 3B42RT v-7 and ERA-Interim) over Gilgit (glacier fed), a river basin of northern Pakistan. Statistical matrices, such as Bias, Mean Absolute Error (MAE), Root Mean Square Error (RMSE), coefficient of determination (R-2), and percentage (%) difference, were used to report the discrepancies in the precipitation and flow. Moreover, the spatial distribution, rain occurrence, and volume precipitation were used for further analysis. However, both sources showed ability to capture the pattern well. In the rain occurrence, light precipitation (< 1 mm/h) contributes more than 60% (October-March) and heavy precipitation (> 10 mm/h) shares more than 40% in total volume (April-September). Overall, the TRMM outperforms for precipitation estimation in the catchment. Moreover, the findings of the study would be helpful in controlling flood-causing disaster in this particular area and provide important information for sustainable development and to overcome food security and energy issues in the country. These findings indicate the potential of satellite and reanalysis data as alternative to rain gauge in many applications where data are not available or very limited.
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页数:13
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