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Developing a new solar radiation estimation model based on Buckingham theorem

机译:基于白金汉定理开发新的太阳辐射估计模型

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摘要

While the value of solar radiation can be expressed physically in the days without clouds, this expression becomes difficult in cloudy and complicated weather conditions. In addition, solar radiation measurements are often not taken in developing countries. In such cases, solar radiation estimation models are used. Solar radiation prediction models estimate solar radiation using other measured meteorological parameters those are available in the stations.In this study, a solar radiation estimation model was obtained using Buckingham theorem. This theory has been shown to be useful in predicting solar radiation. In this study, Buckingham theorem is used to express the solar radiation by derivation of dimensionless pi parameters. This derived model is compared with temperature based models in the literature. MPE, RMSE, MBE and NSE error analysis methods are used in this comparison. Allen, Hargreaves, Chen and Bristow-Campbell models in the literature are used for comparison. North Dakota’s meteorological data were used to compare the models.Error analysis were applied through the comparisons between the models in the literature and the model that is derived in the study. These comparisons were made using data obtained from North Dakota’s agricultural climate network. In these applications, the model obtained within the scope of the study gives better results.Especially, in terms of short-term performance, it has been found that the obtained model gives satisfactory results. It has been seen that this model gives better accuracy in comparison with other models. It is possible in RMSE analysis results. Buckingham theorem was found useful in estimating solar radiation. In terms of long term performances and percentage errors, the model has given good results.
机译:虽然可以在没有云的日子里用物理方式表达太阳辐射的值,但是在多云和复杂的天气条件下,这种表达变得困难。此外,发展中国家通常不进行太阳辐射测量。在这种情况下,将使用太阳辐射估计模型。太阳辐射预测模型使用台站中可用的其他测量气象参数估算太阳辐射。在这项研究中,使用白金汉定理获得了太阳辐射估算模型。该理论已被证明对预测太阳辐射有用。在这项研究中,使用白金汉定理通过无量纲pi参数的推导来表达太阳辐射。在文献中将此导出的模型与基于温度的模型进行了比较。比较中使用了MPE,RMSE,MBE和NSE误差分析方法。使用文献中的Allen,Hargreaves,Chen和Bristow-Campbell模型进行比较。使用北达科他州的气象数据对模型进行了比较。通过对文献中的模型与研究中得出的模型之间的比较,进行了误差分析。这些比较是使用从北达科他州的农业气候网络获得的数据进行的。在这些应用中,在研究范围内获得的模型给出了更好的结果。特别是在短期性能方面,已经发现获得的模型给出了令人满意的结果。可以看出,与其他模型相比,该模型具有更好的准确性。 RMSE分析结果中有可能。人们发现白金汉定理可用于估算太阳辐射。在长期性能和百分比误差方面,该模型给出了良好的结果。

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