A new model to estimate daytime net surface radiation under all sky conditions

IF 4.5 2区 地球科学 Q1 METEOROLOGY & ATMOSPHERIC SCIENCES Atmospheric Research Pub Date : 2024-12-24 DOI:10.1016/j.atmosres.2024.107886
Inmaculada Foyo-Moreno , Ismael L. Lozano , Inmaculada Alados , Juan Luis Guerrero-Rascado
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Abstract

Net surface radiation is a crucial parameter across various fields, as it represents the available energy for the energy exchange between the surface and the atmosphere. This work presents a new model for estimating instantaneous daytime net surface radiation (Rn) under all sky conditions, using solar position via cos ϴz and the clearness index (kt) as predictors. Global solar radiation (G) is the primary factor influencing Rn and is extensively measured at numerous radiometric stations. Consequently, this model takes advantage of using a single input (G). The model was validated against other empirical models at various sites with diverse climatological characteristics. Two types of models were evaluated, one including reflected global solar irradiance (G) as an additional input variable alongside G. The best results were obtained when incorporating G. However, this poses a challenge as G is not measured at most radiometric stations. Nevertheless, in both types, the simplest model consistently outperformed the others, revealing no significant improvements with the addition of extra variables. Overall, the proposed model demonstrated good fit with the experimental data, although with some overestimation. The coefficient of determination (R2) is over 0,94, except at sites with extreme surface albedo conditions (α > 0,55). Mean bias error values ranged from 4 Wm−2 to 44 Wm−2, while root mean square error values varied from 25 Wm−2 to 62 Wm−2. Additional assessments across different seasons and sky conditions revealed improved performance during colder seasons and under cloudy conditions. Finally, the statistical analysis of the proposed model falls within the range of other more sophisticated models that involve additional input variables.
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估算所有天空条件下白天净地表辐射的新模式
地表净辐射是各个领域的一个关键参数,因为它代表了地表和大气之间能量交换的可用能量。这项工作提出了一个新的模型,用于估算所有天空条件下的瞬时白天净表面辐射(Rn),使用太阳位置通过cos ϴz和清晰度指数(kt)作为预测因子。全球太阳辐射(G↓)是影响Rn的主要因素,在许多辐射测量站广泛测量。因此,该模型利用了使用单个输入(G↓)的优势。在具有不同气候特征的不同地点对模型进行了验证。对两种模式进行了评估,其中一种模式将反射的全球太阳辐照度(G↑)作为G↓旁边的附加输入变量。当加入G ^时,效果最好。然而,这带来了挑战,因为大多数辐射站都没有测量到G ^。然而,在这两种类型中,最简单的模型始终优于其他模型,表明添加额外变量后没有显著的改进。总体而言,该模型与实验数据拟合良好,但存在一定的高估。除极端地表反照率(α >;0, 55)。平均偏置误差值从4 Wm−2到44 Wm−2,均方根误差值从25 Wm−2到62 Wm−2。对不同季节和天空条件的额外评估显示,在较冷的季节和多云的条件下,性能有所提高。最后,所提出的模型的统计分析属于其他涉及额外输入变量的更复杂的模型的范围。
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来源期刊
Atmospheric Research
Atmospheric Research 地学-气象与大气科学
CiteScore
9.40
自引率
10.90%
发文量
460
审稿时长
47 days
期刊介绍: The journal publishes scientific papers (research papers, review articles, letters and notes) dealing with the part of the atmosphere where meteorological events occur. Attention is given to all processes extending from the earth surface to the tropopause, but special emphasis continues to be devoted to the physics of clouds, mesoscale meteorology and air pollution, i.e. atmospheric aerosols; microphysical processes; cloud dynamics and thermodynamics; numerical simulation, climatology, climate change and weather modification.
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