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Application and comparing of IDW and Kriging interpolation in spatial rainfall information

机译:IDW和Kriging插值在空间降雨信息中的应用与比较

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Geostatistics analyst is based on the fundamental geographic principal, namely, things that are closer together tend to be more alike than things that are farther apart and widely used in many fields. In this paper, taking Ganjiang Drainage as sample region, we select IDW, Ordinary Kriging and Simple Kriging interpolation of geostatistics analyst to interpolate rainfall data and use cross-validation to compare the results of interpolation. In order to find out the most suitable interpolation method, we respectively use different interpolation methods with same parameters, same method with different semivariogram model as well as considering trend influence and anisotropy to interpolate the rainfall data. Comparing the results, we draw the following conclusions: (l)Under the premise of knowing mean, Simple Kriging owns the highest interpolation precision. (2) Kriging has fine feature to reflect rainfall trend changing of larger-scale extent. On the contrary, IDW can depict local detailed changing well. (3) Rainfall data exists weak autocorrelation. (4) Exponential model of semivariogram has the highest precision than others. (5) Ignoring trend influence and anisotropy will not decrease the precision of interpolation.
机译:地统计学分析师基于基本的地理校长,即更近的事情往往比在许多领域越来越远的东西更加相似。本文以赣江排水为例,选择地稳济分析师的IDW,普通Kriging和简单的Kriging插值,以插入降雨数据并使用交叉验证来比较插值的结果。为了找出最合适的插值方法,我们分别使用具有相同参数的不同插值方法,相同的方法具有不同的半造型模型,以及考虑趋势影响和各向异性以插入降雨数据。比较结果,我们得出以下结论:(L)在知道意思的前提下,简单的Kriging拥有最高的插值精度。 (2)Kriging具有良好的特征,以反映大规模范围的降雨趋势。相反,IDW可以描绘局部详细变化。 (3)降雨数据存在弱自相关。 (4)半曲线仪的指数模型比其他级别最高。 (5)忽略趋势影响和各向异性不会降低插值的精度。

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