GSTDTAP  > 气候变化
DOI10.3354/cr01486
Impact of variability and anisotropy in the correlation decay distance for precipitation spatial interpolation in China
Zhang, Yingxian1; Hidalgo, Jose2; Parker, David2
2018
发表期刊CLIMATE RESEARCH
ISSN0936-577X
EISSN1616-1572
出版年2018
卷号74期号:1页码:81-93
文章类型Article
语种英语
国家Peoples R China; England
英文摘要

Correlation decay distance (CDD) plays a key role in the angular-distance weighting (ADW) interpolation technique, where it is used as the search radius to select correlated neighbors and to calculate relative weights. The purpose of this study was to assess any improvement obtained by using a regionally and seasonally variable CDD rather than a fixed CDD based on the entire mainland China daily precipitation dataset or the intermediate case of a seasonally in variant CDD within each region. We also assessed the influence of using anisotropic versus isotropic CDDs. We found that the CDD of daily precipitation in China varies spatially and seasonally, and it presents anisotropic behavior, as a result of topography and the predominant atmo spheric circulation. In general, CDD is largest in winter and smallest in summer, except for limited regions such as the Tibetan plateau. From a cross-validation analysis, we found that taking account of spatial and seasonal variations in CDD generally improves ADW interpolation. Utilization of anisotropic CDDs increases the interpolation skill scores in regions with a dense monitoring network, significant elevation variation (southwestern China), or strongly anisotropic CDDs (Tibetan plateau).


英文关键词Daily precipitation Correlation decay distance Angular distance weighting interpolation
领域气候变化
收录类别SCI-E
WOS记录号WOS:000418809700007
WOS关键词CLIMATE ; TEMPERATURE
WOS类目Environmental Sciences ; Meteorology & Atmospheric Sciences
WOS研究方向Environmental Sciences & Ecology ; 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/38482
专题气候变化
作者单位1.China Meteorol Adm, Natl Climate Ctr, Lab Climate Studies, Beijing 100081, Peoples R China;
2.Met Off Hadley Ctr, Exeter EX1 3PB, Devon, England
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GB/T 7714
Zhang, Yingxian,Hidalgo, Jose,Parker, David. Impact of variability and anisotropy in the correlation decay distance for precipitation spatial interpolation in China[J]. CLIMATE RESEARCH,2018,74(1):81-93.
APA Zhang, Yingxian,Hidalgo, Jose,&Parker, David.(2018).Impact of variability and anisotropy in the correlation decay distance for precipitation spatial interpolation in China.CLIMATE RESEARCH,74(1),81-93.
MLA Zhang, Yingxian,et al."Impact of variability and anisotropy in the correlation decay distance for precipitation spatial interpolation in China".CLIMATE RESEARCH 74.1(2018):81-93.
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