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Spatial Interpolation of Reference Evapotranspiration in India: Comparison of IDW and Kriging Methods

机译:印度参考蒸散量的空间插值:IDW和克里格方法的比较

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摘要

In the present study, to understand the spatial distribution characteristics of the ETo over India, spatial interpolation was performed on the means of 32 years (1971-2002) monthly data of 131 India Meteorological Department stations uniformly distributed over the country by two methods, namely, inverse distance weighted (IDW) interpolation and kriging. Kriging was found to be better while developing the monthly surfaces during cross-validation. However, in station-wise validation, IDW performed better than kriging in almost all the cases, hence is recommended for spatial interpolation of ETo and its governing meteorological parameters. This study also checked if direct kriging of FAO-56 Penman-Monteith (PM) (Allen et al. in Crop evapotranspiration-guidelines for computing crop water requirements, Irrigation and drainage paper 56, Food and Agriculture Organization of the United Nations (FAO), Rome, 1998) point ETo produced comparable results against ETo estimated with individually kriged weather parameters (indirect kriging). Indirect kriging performed marginally well compared to direct kriging. Point ETo values were extended to areal ETo values by IDW and FAO-56 PM mean ETo maps for India were developed to obtain sufficiently accurate ETo estimates at unknown locations.
机译:在本研究中,为了了解印度洋ETo的空间分布特征,我们采用两种方法,分别对印度131个印度气象局站的32年(1971-2002年)月度数据进行了均匀分布,即32个月(1971-2002年) ,距离反比加权(IDW)插值和克里金法。发现在交叉验证期间开发每月表面时,克里金法会更好。但是,在逐站验证中,IDW在几乎所有情况下的性能都优于克里金法,因此建议将其用于ETo及其控制气象参数的空间插值。这项研究还检查了粮农组织-56 Penman-Monteith(PM)的直接克里格(Allen等人在《作物蒸发蒸腾-计算作物需水量的准则》中,《灌溉与排水》论文56,联合国粮食及农业组织(FAO) ,罗马,1998年)。点ETo与使用单独克里格天气参数(间接克里格)估计的ETo相比具有可比性。与直接克里金法相比,间接克里金法的效果略好。 IDW将点ETo值扩展到面值ETo值,并开发了FAO-56 PM的印度平均ETo图,以在未知位置获得足够准确的ETo估计值。

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    Department of Agricultural Engineering, North Eastern Regional Institute of Science and Technology, Nirjuli, Itanagar, Arunachal Pradesh, India;

    Department of Agricultural Engineering, North Eastern Regional Institute of Science and Technology, Nirjuli, Itanagar, Arunachal Pradesh, India;

    Department of Agricultural Engineering, North Eastern Regional Institute of Science and Technology, Nirjuli, Itanagar, Arunachal Pradesh, India;

    Department of Agricultural Engineering, North Eastern Regional Institute of Science and Technology, Nirjuli, Itanagar, Arunachal Pradesh, India;

    Department of Agricultural Engineering, North Eastern Regional Institute of Science and Technology, Nirjuli, Itanagar, Arunachal Pradesh, India;

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  • 正文语种 eng
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  • 关键词

    Reference evapotranspiration; Spatial interpolation; Kriging; Inverse distance weighted interpolation; Geostatistics;

    机译:参考蒸散量;空间插值;克里格反距离加权插值;地统计学;

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