Knowledge Resource Center for Ecological Environment in Arid Area
DOI | 10.1016/j.atmosres.2022.106203 |
Adequacy of satellite derived data for streamflow simulation in three Hexi inland river basins, Northwest China | |
Wang, Chunlin; Si, Jianhua![]() | |
通讯作者 | Si, JH |
来源期刊 | ATMOSPHERIC RESEARCH
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ISSN | 0169-8095 |
EISSN | 1873-2895 |
出版年 | 2022 |
卷号 | 274 |
英文摘要 | The limited gauge measurements usually constrain the accurate hydrological modeling of runoff, especially in the ungauged or gauge-sparsely areas with complex terrain conditions. Satellite derived data provide alternative forcing data for hydrological modeling in ungauged areas, while quantitative evaluation on their performance is still needed. This study explores the adequacy and accuracy of satellite derived data based on the gauge observations over three inland river basins in the arid Hexi Corridor, Northwest China, where the satellite-based products are adopted to drive the HBV-Light model, including six satellite precipitation datasets (CHIRPS, CMORPH, GPM, GSMaP, MSWEP, PERSIANN) and the widely used evaporation product (GLEAM) combing with MODIS land surface temperature product (MOD11A1). Seven statistical metrics (CC, ME, RMSE, BIAS, POD, FAR, CSI) are adopted to assess satellite-based precipitation estimates, and three indices (NSE, R2, PBIAS) are used to evaluate the hydrological performance. Results indicate that: (1) For precipitation evaluation at point-to-pixel scale, all products have a relatively poor agreement with gauged observations with the CC ranging from 0.16 to 0.56. Both MSWEP and GPM outperformed other products at daily scale with higher CC values, and showed the capability of detecting the precipitation events with higher POD and CSI. PERSIANN, GSMaP, GPM, and CMORPH tend to underestimate the precipitation amount in three river basins. (2) For the hydrological evaluation, the statistical assessment showed that the GPM presents the best results at daily scale, while underestimates streamflow amount in three watersheds. All the grided precipitation datasets show higher NSE and R2 in the relatively humid HHRB and XYRB than SLRB. (3) The combination of MOD11A1, GLEAM and satellite based precipitation as forcing data of the HBV-Light can achieve good performance in the three inland river basins. This study aims to provide an additional reference for the hydrological application of satellite derived data in gauge-sparsely areas located in high altitude and arid regions. |
英文关键词 | Satellite-based product Accuracy evaluation Hydrological applicability HBV-Light |
类型 | Article |
语种 | 英语 |
收录类别 | SCI-E |
WOS记录号 | WOS:000797430100004 |
WOS关键词 | GPM IMERG ; PRECIPITATION PRODUCTS ; RUNOFF ; EVAPORATION ; CATCHMENTS ; CORRIDOR ; IMPACTS |
WOS类目 | Meteorology & Atmospheric Sciences |
WOS研究方向 | Meteorology & Atmospheric Sciences |
资源类型 | 期刊论文 |
条目标识符 | http://119.78.100.177/qdio/handle/2XILL650/391953 |
推荐引用方式 GB/T 7714 | Wang, Chunlin,Si, Jianhua,Zhao, Chunyan,et al. Adequacy of satellite derived data for streamflow simulation in three Hexi inland river basins, Northwest China[J],2022,274. |
APA | Wang, Chunlin.,Si, Jianhua.,Zhao, Chunyan.,Jia, Bing.,Celestin, Sindikubwabo.,...&Zhu, Xinglin.(2022).Adequacy of satellite derived data for streamflow simulation in three Hexi inland river basins, Northwest China.ATMOSPHERIC RESEARCH,274. |
MLA | Wang, Chunlin,et al."Adequacy of satellite derived data for streamflow simulation in three Hexi inland river basins, Northwest China".ATMOSPHERIC RESEARCH 274(2022). |
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