首页> 外文期刊>African Journal of Agricultural Research >Optimization of Blaney-Morin-Nigeria (BMN) model for estimating evapotranspiration in Enugu, Nigeria
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Optimization of Blaney-Morin-Nigeria (BMN) model for estimating evapotranspiration in Enugu, Nigeria

机译:Blaney-Morin-Nigeria(BMN)模型的优化,用于估计尼日利亚埃努古的蒸散量

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The Blaney-Morin-Nigeria (BMN) model was developed for the estimation of reference evapotranspiration (ETo) in Nigeria using commonly available meteorological parameters. In the development of the model, there were some perceived shortcomings which are believed to affect the reliability of ETo estimation, particularly in some specific locations in Nigeria, due to varying environmental factors. This study re-examined the model by using the non linear regression model based on Levenberg-Marquardt Algorithm (Excel Solver) to minimize the error space and generate new model constants specific for Enugu. A 25-year (1989 to 2014) monthly record of climatic variables (Solar radiation, Temperature, Relative Humidity and Wind speed) for Enugu were collected from the Nigeria Meteorological Agency (NIMET), Abuja in Nigeria and used. The newly generated model constants, H and m, were 392.2 and 1.19, respectively. Reference evapotranspiration for Enugu [ET 0(nBMN)] was thereafter estimated using the optimized BMN model and compared with that calculated using the FAO56-PM model [ET?0(FA056-PM)]. The optimized model showed a more accurate estimation of ET for Enugu as indicated by the higher correlation coefficient of 0.82 compared to 0.76 for the original BMN, lower mean absolute error (MAE) of 0.133 compared to 0.42 and root mean square (RMSE) of 0.3641 compared to 0.44. The X2?of 0.135 obtained using the optimized model was also low showing that the new model gives a better estimation of ET for Enugu, Nigeria.
机译:开发了Blaney-Morin-Nigeria(BMN)模型,用于使用常用的气象参数估算尼日利亚的参考蒸散量(ETo)。在模型的开发过程中,由于环境因素的变化,存在一些被认为会影响ETo估计可靠性的缺点,特别是在尼日利亚的某些特定位置。这项研究通过使用基于Levenberg-Marquardt算法(Excel解算器)的非线性回归模型对模型进行了重新检查,以最小化误差空间并生成特定于Enugu的新模型常数。从尼日利亚尼日利亚阿布贾的尼日利亚气象局(NIMET)收集并使用了Enugu的25年(1989年至2014年)月度气候变量(太阳辐射,温度,相对湿度和风速)的记录。新生成的模型常数H和m分别为392.2和1.19。此后,使用优化的BMN模型估算Enugu的参考蒸散量[ET 0(nBMN)],并与使用FAO56-PM模型计算的参考蒸散量[ET?0(FA056-PM)]进行比较。优化模型显示对Enugu的ET的估算更加准确,相关系数较高,原始BMN的相关系数为0.82,而原始BMN为0.76,平均绝对误差(MAE)为0.133,而0.42,均方根(RMSE)为0.3641相比于0.44。使用优化模型获得的X35为0.135,也很低,这表明新模型对尼日利亚的Enugu提供了更好的ET估算。

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