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首页> 外文期刊>Advances in Data Science and Adaptive Analysis: Theory and Applications >A Representativeness Assessment of the Angell–Korshover 63-Station Network Sampling Based on Reanalysis Temperature Data
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A Representativeness Assessment of the Angell–Korshover 63-Station Network Sampling Based on Reanalysis Temperature Data

机译:基于再分析温度数据的Angell-Korshover 63站网络采样的代表性评估

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Global climate observations from ground stations require an evaluation of the effectiveness of a station network, which is often an assessment of the geometric distribution of n points on a sphere. The representativeness of the Angell–Korshover 63-station network (AK-network) is assessed in this paper. It is shown that AK-network can effectively sample the January global average temperature data of the NCEP/NCAR Reanalysis from 1948 to 2015 when estimating inter-decadal variations, but it has large uncertainties for estimating linear trends. This paper describes a method for the assessment, and also includes an iterative numerical algorithm used to search for the locations of 63 uniformly distributed stations, named U63. The results of AK-63 and U63 are compared. The Appendix explains a problem of searching for the optimal distribution of n points on a unit sphere in three-dimensional space under the condition of the maximum sum of the mutual distances among the points. The core R code for finding U63 is included. The R code can generate various interesting configurations for different n, among which one is particularly surprising: The configuration of 20 points is not a dodecahedron although the configurations for n = 4, 6, 8, and 12 are tetrahedron, octahedron, cube, and icosahedron, respectively.
机译:来自地站的全球气候观测需要评估站网络的有效性,这通常是对球体上的N点的几何分布的评估。在本文中评估了安尔克尔斯霍尔63站网络(AK-Network)的代表性。结果表明,AK-Network可以在估计跨越式变化时,从1948年到2015年可以有效地研究NCEP / NCAR再分析的全局平均水平数据,但它具有估计线性趋势的大不确定性。本文介绍了评估的方法,并且还包括用于搜索名为U63的63个均匀分布式站点的迭代数值算法。比较AK-63和U63的结果。附录说明了在点在点之间的相互距离的最大总和的条件下搜索在三维空间中N点的最佳分布的问题。包括用于查找U63的核心R代码。 R代码可以为不同的n生成各种有趣的配置,其中一个尤其令人惊讶:20个点的配置不是十二烷替斯科朗,尽管n = 4,6,8和12的配置是四面体,八面体,立方体和icosahedron分别。

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