Global S&T Development Trend Analysis Platform of Resources and Environment
DOI | 10.1029/2021GL095729 |
A novel spatial downscaling approach for climate change assessment in regions with sparse ground data networks | |
Yong-Tak Kim; Hyun-Han Kwon; Carlos Lima; Ashish Sharma | |
2021-11-06 | |
发表期刊 | Geophysical Research Letters
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出版年 | 2021 |
英文摘要 | This study proposes a novel approach that expands the existing QDM (quantile delta mapping) to address spatial bias, using Kriging within a Bayesian framework to assess the impact of using a point reference field. Our focus here is to spatially downscale daily rainfall sequences simulated by regional climate models (RCMs), coupled to the proposed QDM-spatial bias-correction, in which the distribution parameters are first interpolated onto a fine grid (rather than the observed daily rainfall). The proposed model is validated through a cross-validatory (CV) evaluation using rainfall data from a set of weather stations in South Korea and climate change scenarios simulated by three alternate RCMs. The results demonstrate the efficacy of the proposed model to simulate the bias-corrected daily rainfall sequences over large regions at fine resolutions. A discussion of the potential use of the proposed approach in the field of hydrometeorology is also offered. |
领域 | 气候变化 |
URL | 查看原文 |
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/341057 |
专题 | 气候变化 |
推荐引用方式 GB/T 7714 | Yong-Tak Kim,Hyun-Han Kwon,Carlos Lima,et al. A novel spatial downscaling approach for climate change assessment in regions with sparse ground data networks[J]. Geophysical Research Letters,2021. |
APA | Yong-Tak Kim,Hyun-Han Kwon,Carlos Lima,&Ashish Sharma.(2021).A novel spatial downscaling approach for climate change assessment in regions with sparse ground data networks.Geophysical Research Letters. |
MLA | Yong-Tak Kim,et al."A novel spatial downscaling approach for climate change assessment in regions with sparse ground data networks".Geophysical Research Letters (2021). |
条目包含的文件 | 条目无相关文件。 |
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