GSTDTAP  > 气候变化
DOI10.1029/2021GL095729
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
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
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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
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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).
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