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DOI | 10.1002/joc.5062 |
Statistical-dynamical downscaling of precipitation for Vietnam: methodology and evaluation for the recent climate | |
Schubert, David1,2; van der Linden, Roderick1; Reyers, Mark1; Fink, Andreas H.3; Massmeyer, Klaus2; Pinto, Joaquim G.3,4 | |
2017-09-01 | |
发表期刊 | INTERNATIONAL JOURNAL OF CLIMATOLOGY
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ISSN | 0899-8418 |
EISSN | 1097-0088 |
出版年 | 2017 |
卷号 | 37期号:11 |
文章类型 | Article |
语种 | 英语 |
国家 | Germany; England |
英文摘要 | Precipitation over Southeast Asia is primarily controlled by the Southeast Asian monsoon system. This area features complex orography and morphology, and has limited surface precipitation observations. In this study, a statistical-dynamical downscaling approach that combines weather typing and dynamical downscaling is developed to obtain a high-resolution precipitation climatology for tropical Southeast Asia. A transient simulation with the regional climate model COSMO-CLM (COnsortium for Small Scale MOdelling-Climate Limited-area Modelling Community) driven by ERA-Interim (1979-2008) is performed for the study region. Focussing on Vietnam, six weather types (WTs) are selected for the Indochina Peninsula during the wet season (April to October) using a k-means cluster approach on daily 850 and 200hPa zonal wind components from ERA-Interim reanalysis. The six WTs can be physically interpreted as different stages of the seasonal progression of the planetary-scale monsoon circulation. For each WT, selected representatives from the COSMO-CLM run are dynamically downscaled to a resolution of 0.0625 degrees x0.0625 degrees (approximate to 7km). Using the present-day WT frequencies, the simulated COSMO-CLM representatives at 7km are recombined to a high-resolution rainfall climatology for the recent decades. The resulting high-resolution precipitation climatology is generally able to capture the present-day precipitation estimates derived from APHRODITE (Asian Precipitation - Highly Resolved Observational Data Integration Towards Evaluation of Water Resources) and station data. In spite of systematic biases our approach provides a valuable tool to obtain more robust regional climate change projections for the study area. |
英文关键词 | precipitation Southeast Asia Vietnam k-means statistical-dynamical downscaling recent climate COSMO-CLM |
领域 | 气候变化 |
收录类别 | SCI-E |
WOS记录号 | WOS:000409036800018 |
WOS关键词 | WIND ENERGY POTENTIALS ; MULTIVARIATE MJO INDEX ; DENSE NETWORK ; RAIN GAUGES ; MODEL ; DATASET ; SEASON ; SIMULATIONS ; RESOLUTION ; RADIATION |
WOS类目 | Meteorology & Atmospheric Sciences |
WOS研究方向 | Meteorology & Atmospheric Sciences |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://119.78.100.173/C666/handle/2XK7JSWQ/37052 |
专题 | 气候变化 |
作者单位 | 1.Univ Cologne, Inst Geophys & Meteorol, Pohligstr 3, D-50969 Cologne, Germany; 2.Ostwestfalen Lippe Univ Appl Sci, Dept Environm Engn & Appl Comp Sci, Hoxter, Germany; 3.Karlsruhe Inst Technol, Inst Meteorol & Climate Res, Karlsruhe, Germany; 4.Univ Reading, Dept Meteorol, Reading, Berks, England |
推荐引用方式 GB/T 7714 | Schubert, David,van der Linden, Roderick,Reyers, Mark,et al. Statistical-dynamical downscaling of precipitation for Vietnam: methodology and evaluation for the recent climate[J]. INTERNATIONAL JOURNAL OF CLIMATOLOGY,2017,37(11). |
APA | Schubert, David,van der Linden, Roderick,Reyers, Mark,Fink, Andreas H.,Massmeyer, Klaus,&Pinto, Joaquim G..(2017).Statistical-dynamical downscaling of precipitation for Vietnam: methodology and evaluation for the recent climate.INTERNATIONAL JOURNAL OF CLIMATOLOGY,37(11). |
MLA | Schubert, David,et al."Statistical-dynamical downscaling of precipitation for Vietnam: methodology and evaluation for the recent climate".INTERNATIONAL JOURNAL OF CLIMATOLOGY 37.11(2017). |
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