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Evaluation of Spatial Interpolation Techniques for Operational Climate Monitoring in the Philippines

机译:菲律宾业务气候监测的空间插值技术评估

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To overcome the limitation of low network density and sparse distribution of meteorological stations, spatial interpolation is being performed for estimating meteorological variables that are not geographically covered by existing observation network. While there are several readily available spatial interpolation techniques, it is still difficult to determine which one best estimates actual observation. Considering the stimulus for disaster risk reduction, hydrological, agricultural, and other applications of interpolated data, this study compared six interpolation techniques (Inverse Distance Weighted (IDW), Completely Regularized Spline (CRS), Tension Spline (TS), Ordinary Kriging (OK), Universal Kriging (UK), and ANUSPLIN) that have been recommended in tropical maritime region. Validation results comparing historical monthly and interpolated rainfall data from 1981-2010 in 65 stations in the Philippines show that OK has the best performance among the aforementioned techniques followed by ANUSPLIN and TS. Ultimately, this study is a contribution to the existing inadequate literatures that have documented and evaluated interpolation techniques that can be used in archipelagic regions with prominent climate variability.
机译:为了克服网络密度低和气象站分布稀疏的局限性,正在执行空间插值法来估算现有观测网络在地理上未涵盖的气象变量。尽管有几种随时可用的空间插值技术,但仍然很难确定哪种方法可以最好地估计实际观测。考虑到减少灾害风险,水文,农业和其他插值数据应用的刺激,本研究比较了六种插值技术(反距离加权(IDW),完全正则样条(CRS),张力样条(TS),普通克里格法(确定) ),Universal Kriging(UK)和ANUSPLIN)已在热带海洋地区推荐使用。验证结果比较了菲律宾65个气象站1981-2010年的历史月度和插值降雨历史数据,结果表明,在上述技术中,OK表现最佳,其次是ANUSPLIN和TS。最终,这项研究是对现有文献不足的贡献,这些文献已经记录和评估了插值技术,这些插值技术可用于气候变化明显的群岛地区。

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