A dataset of gridded precipitation intensity-duration-frequency curves in Qinghai-Tibet Plateau
文献类型:期刊论文
作者 | Ren, Zhihui5,6; Sang, Yan-Fang3,4,5,6; Cui, Peng2,5; Chen, Fei1; Chen, Deliang7,8 |
刊名 | SCIENTIFIC DATA
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出版日期 | 2025-01-02 |
卷号 | 12期号:1页码:3 |
DOI | 10.1038/s41597-024-04362-1 |
产权排序 | 1 |
文献子类 | Article |
英文摘要 | The Qinghai-Tibet Plateau (QTP), a high mountain area prone to destructive rainstorm hazards and inducing natural disasters, underscores the importance of developing precipitation intensity-duration-frequency (IDF) curves for estimating extreme precipitation characteristics. Here we introduce the Qinghai-Tibet Plateau Precipitation Intensity-Duration-Frequency Curves (QTPPIDFC) dataset, the first gridded dataset tailored for estimating extreme precipitation characteristics in QTP. The generalized extreme value distribution is chosen to fit the annual maximum precipitation samples at 203 weather stations, based on which the at-site IDF curves are estimated; then, principal component analysis is done to identify the southeast-northwest spatial pattern of at-site IDF curves, and its first principal component gives a 96% explained variance; finally, spatial interpolation is done to estimate gridded IDF curves by using the random forest model with geographical and climatic variables as predictors. The dataset provides precipitation information within 1, 2, 3, 6, 12, 24 hours and 5, 10, 20, 50,100 return years, with a 1/30 degrees spatial resolution. The QTPPIDFC dataset can solidly serve for hydrometeorological-related risk management and hydraulic/hydrologic engineering design in QTP. |
URL标识 | 查看原文 |
WOS关键词 | 3RD POLE REGION ; REGIONALIZATION ; PREDICTION ; COPULA ; MODEL |
WOS研究方向 | Science & Technology - Other Topics |
语种 | 英语 |
WOS记录号 | WOS:001389178900001 |
出版者 | NATURE PORTFOLIO |
源URL | [http://ir.igsnrr.ac.cn/handle/311030/211338] ![]() |
专题 | 陆地水循环及地表过程院重点实验室_外文论文 |
作者单位 | 1.PowerChina Chengdu Engn Corp Ltd, Chengdu 610072, Peoples R China; 2.Chinese Acad Sci, Key Lab Land Surface Pattern & Simulat, Inst Geog Sci & Nat Resources Res, Beijing 100101, Peoples R China; 3.Minist Emergency Management China, Key Lab Cpd & Chained Nat Hazards, Beijing 100085, Peoples R China; 4.Yarlung Zangbo Grand Canyon Water Cycle Monitoring, Linzhi 860000, Tibet Autonomou, Peoples R China; 5.Univ Chinese Acad Sci, Beijing 100049, Peoples R China; 6.Chinese Acad Sci, Inst Geog Sci & Nat Resources Res, Key Lab Water Cycle & Related Land Surface Proc, Beijing 100101, Peoples R China; 7.Univ Gothenburg, Dept Earth Sci, S-40530 Gothenburg, Sweden 8.Tsinghua Univ, Dept Earth Syst Sci, Beijing 100084, Peoples R China; |
推荐引用方式 GB/T 7714 | Ren, Zhihui,Sang, Yan-Fang,Cui, Peng,et al. A dataset of gridded precipitation intensity-duration-frequency curves in Qinghai-Tibet Plateau[J]. SCIENTIFIC DATA,2025,12(1):3. |
APA | Ren, Zhihui,Sang, Yan-Fang,Cui, Peng,Chen, Fei,&Chen, Deliang.(2025).A dataset of gridded precipitation intensity-duration-frequency curves in Qinghai-Tibet Plateau.SCIENTIFIC DATA,12(1),3. |
MLA | Ren, Zhihui,et al."A dataset of gridded precipitation intensity-duration-frequency curves in Qinghai-Tibet Plateau".SCIENTIFIC DATA 12.1(2025):3. |
入库方式: OAI收割
来源:地理科学与资源研究所
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