西北欧降雨率场时空插值技术

IF 0.7 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Progress in Electromagnetics Research M Pub Date : 2019-07-29 DOI:10.2528/PIERM19051608
Guangguang Yang, D. Ndzi, K. Paulson, M. Filip, Abdul-Hadi Al-Hassani
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引用次数: 3

摘要

-在小时空尺度上预测降雨特征的能力非常重要,特别是在规划、设计和部署以10千兆赫以上频率运作的无线网络时。对于广域网来说,高空间和时间分辨率的降雨数据往往是不可获得的,而且这种测量的成本令人望而却步。因此,本文提出了一种新的方法来解决这一问题,利用降雨雷达测量以比原始测量数据更精细的分辨率获得降雨估计。本文提出了三种创新方法:1)该方法不直接应用于测量的降雨量数据,而是侧重于拟合的对数正态分布参数和/或每个地点的计算降雨特征的参数;2)为方便在10千兆赫以上的无线通讯网络中应用,我们建立了一套涵盖西北欧的降雨参数数据库和等高线地图。这些工具方便而有效地提供研究区域内任何地点的降雨参数;3𝐷时空插值方法可以在比NIMROD雷达数据库更短的时空分辨率下推断降雨参数。结果表明,本文方法可以从{5𝑘𝑚,15𝑚𝑛𝑠}数据中获得整个西北欧地区{1𝑘𝑚,5𝑚𝑛𝑠}时空雨率分辨率,误差小于4%。这远远优于国际电信联盟推荐的模型所提供的估计。
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RAINFALL RATE FIELD SPACE-TIME INTERPOLATION TECHNIQUE FOR NORTH WEST EUROPE
— The ability to predict rain characteristics at small space-time scales is important, particularly in the planning, design and deployment of wireless networks operating at frequencies above 10 GHz. For wide area networks, high space and time resolution rainfall data is often not available and the cost of such measurements are prohibitive. This paper thus presents a new approach to address this problem using rain radar measurements to obtain rain estimates at finer resolutions than is available from the original measured data. This paper proposes three innovative methodologies: 1) the approach is not directly applied to measured rainfall rate data but focuses on the parameters of fitted lognormal distribution parameters and/or computed rain characteristics for each location; 2) to facilitate the application in wireless communication networks operating above 10 GHz, a set of databases and contour maps of rain parameters spanning North West Europe have been created. These conveniently and efficiently provide rain parameters for any location within the area under study; and 3) the proposed 3𝐷 space-time interpolation approach can extrapolate rain parameters at space-time resolutions that are shorter than those found in NIMROD radar databases.The results show that the approach presented in this paper can be used to provide { 1 𝑘𝑚, 5 𝑚𝑖𝑛𝑠 } space-time rain rate resolution from { 5 𝑘𝑚, 15 𝑚𝑖𝑛𝑠 } data for the whole of North West Europe with error percentages of less than 4%. This is far superior to estimates provided by the International Telecommunication Union recommended model.
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来源期刊
Progress in Electromagnetics Research M
Progress in Electromagnetics Research M Materials Science-Electronic, Optical and Magnetic Materials
CiteScore
2.50
自引率
10.00%
发文量
114
期刊介绍: Progress In Electromagnetics Research (PIER) M publishes peer-reviewed original and comprehensive articles on all aspects of electromagnetic theory and applications. Especially, PIER M publishes papers on method of electromagnetics, and other topics on electromagnetic theory. It is an open access, on-line journal in 2008, and freely accessible to all readers via the Internet. Manuscripts submitted to PIER M must not have been submitted simultaneously to other journals.
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