Comprehensive comparison of daily IMERG and GSMaP satellite precipitation products in Ardabil Province, Iran

被引:41
|
作者
Aslami, Farnoosh [1 ]
Ghorbani, Ardavan [2 ]
Sobhani, Behrooz [1 ]
Esmali, Abazar [2 ]
机构
[1] Univ Mohaghegh Ardabili, Fac Humanities, Dept Nat Geog, Ardebil, Iran
[2] Univ Mohaghegh Ardabili, Fac Agr & Nat Resources, Dept Nat Resources, Ardebil, Iran
基金
美国国家航空航天局;
关键词
PASSIVE MICROWAVE; ANALYSIS TMPA; SPATIAL INTERPOLATION; TRMM; RAINFALL; PERSIANN; FIELDS; MODEL;
D O I
10.1080/01431161.2018.1539274
中图分类号
TP7 [遥感技术];
学科分类号
081102 ; 0816 ; 081602 ; 083002 ; 1404 ;
摘要
The measurement of precipitation is essential for most environmental studies such as drought monitoring, watershed operations, water hazard management, etc. Development of satellite products has improved their applicability in environmental modelling and could proffer an alternative to gauge-based precipitation data, particularly in areas where there is no sufficient number of gauges or poor gauge distribution but they should be evaluated in different areas using ground-based data as references. In the present study, daily Integrated Multi-satellitE Retrievals for the Global Precipitation Measurement (GPM- IMERG- Final (Version 5)) and Global Satellite Mapping of Precipitation-Moving Vector with Kalman filter (GSMaP-MVK (Version 7)) precipitation products were evaluated in comparison with gauges observations in Ardabil province, north-west of Iran, from 1 January 2016 to 21 October 2017. Several statistical indices including linear correlation coefficient, Bias (B), Multiplicative Bias (B-m), Relative Bias (B-r), Mean Absolute Error (MAE), Root Mean Square Error (RMSE), Probability of Detection (POD), False Alarm Ratio (FAR) and Critical Success Index (CSI) were used for evaluation. The results showed that the correlation between GSMaP estimates and gauge observations is higher than that of IMERG (0.42 and 0.33, respectively). On the other hand, GSMaP tends to overestimate precipitation substantially, while IMERG is involved in both under and overestimation slightly. Although these products could not show very high accuracy in precipitation estimation, the estimated precipitation values by IMERG were relatively closer to gauge records and can be used as a replacement for gauge observation in the study area where there is lack of weather stations.
引用
收藏
页码:3139 / 3153
页数:15
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