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DOI | 10.3390/rs13153010 |
Evaluation of Extreme Precipitation Based on Three Long-Term Gridded Products over the Qinghai-Tibet Plateau | |
He, Qingshan; Yang, Jianping; Chen, Hongju; Liu, Jun; Ji, Qin; Wang, Yanxia; Tang, Fan | |
通讯作者 | Yang, JP (通讯作者),Chinese Acad Sci, Northwest Inst Ecoenvironm & Resources, State Key Lab Cryospher Sci, Lanzhou 730000, Peoples R China. |
发表日期 | 2021 |
EISSN | 2072-4292 |
卷号 | 13期号:15 |
英文摘要 | Accurate estimates of extreme precipitation events play an important role in climate change studies and natural disaster risk assessments. This study aimed to evaluate the capability of the China Meteorological Forcing Dataset (CMFD), Asian Precipitation-Highly Resolved Observational Data Integration Towards Evaluation of Water Resources (APHRODITE), and Climate Hazards Group Infrared Precipitation with Station data (CHIRPS) to detect the spatiotemporal patterns of extreme precipitation events over the Qinghai-Tibet Plateau (QTP) in China, from 1981 to 2014. Compared to the gauge-based precipitation dataset obtained from 101 stations across the region, 12 indices of extreme precipitation were employed and classified into three categories: fixed threshold, station-related threshold, and non-threshold indices. Correlation coefficient (CC), root mean square error (RMSE), mean absolute error (MAE), and Kling-Gupta efficiency (KGE), were used to assess the accuracy of extreme precipitation estimation; indices including probability of detection (POD), false alarm ratio (FAR), and critical success index (CSI) were adopted to evaluate the ability of gridded products' to detect rain occurrences. The results indicated that all three gridded datasets showed acceptable representation of the extreme precipitation events over the QTP. CMFD and APHRODITE tended to slightly underestimate extreme precipitation indices (except for consecutive wet days), whereas CHIRPS overestimated most indices. Overall, CMFD outperformed the other datasets for capturing the spatiotemporal pattern of most extreme precipitation indices over the QTP. Although CHIRPS had lower levels of accuracy, the generated data had a higher spatial resolution, and with correction, it may be considered for small-scale studies in future research. |
关键词 | MONITORING CHANGESCLIMATE EXTREMESDATASETNETWORKINDEXESREGIONGPM |
英文关键词 | CMFD; APHRODITE; CHIRPS; extreme precipitation; Qinghai-Tibet Plateau |
语种 | 英语 |
WOS研究方向 | Environmental Sciences & Ecology ; Geology ; Remote Sensing ; Imaging Science & Photographic Technology |
WOS类目 | Environmental Sciences ; Geosciences, Multidisciplinary ; Remote Sensing ; Imaging Science & Photographic Technology |
WOS记录号 | WOS:000682199800001 |
来源期刊 | REMOTE SENSING |
来源机构 | 中国科学院西北生态环境资源研究院 |
文献类型 | 期刊论文 |
条目标识符 | http://gcip.llas.ac.cn/handle/2XKMVOVA/253681 |
作者单位 | [He, Qingshan; Yang, Jianping; Chen, Hongju; Ji, Qin; Wang, Yanxia; Tang, Fan] Chinese Acad Sci, Northwest Inst Ecoenvironm & Resources, State Key Lab Cryospher Sci, Lanzhou 730000, Peoples R China; [He, Qingshan; Chen, Hongju; Ji, Qin; Wang, Yanxia; Tang, Fan] Univ Chinese Acad Sci, Beijing 100049, Peoples R China; [Liu, Jun] Tech Univ Denmark, Dept Environm Engn, DK-2800 Lyngby, Denmark |
推荐引用方式 GB/T 7714 | He, Qingshan,Yang, Jianping,Chen, Hongju,et al. Evaluation of Extreme Precipitation Based on Three Long-Term Gridded Products over the Qinghai-Tibet Plateau[J]. 中国科学院西北生态环境资源研究院,2021,13(15). |
APA | He, Qingshan.,Yang, Jianping.,Chen, Hongju.,Liu, Jun.,Ji, Qin.,...&Tang, Fan.(2021).Evaluation of Extreme Precipitation Based on Three Long-Term Gridded Products over the Qinghai-Tibet Plateau.REMOTE SENSING,13(15). |
MLA | He, Qingshan,et al."Evaluation of Extreme Precipitation Based on Three Long-Term Gridded Products over the Qinghai-Tibet Plateau".REMOTE SENSING 13.15(2021). |
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