INFLUENCE OF ATMOSPHERIC AEROSOLS ON THE AMOUNT OF SOLAR ENERGY REACHING THE EARTH’S SURFACE IN THE SOUTHERN PART OF WARSAW

Grzegorz Majewski, Karolina Dąbrowska
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Abstract

The efficiency of photovoltaic installations depends on a number of factors. Aerosols cansignificantly influence the available resources of solar energy and thus the effectiveness of solarpanel performance. The work was an attempt to assess the influence of atmospheric aerosols onthe transmission of solar radiation in a selected region of Warsaw. The results of measurementsof specific meteorological elements and the concentration of contaminants come from themeteorological station of the Warsaw University of Life Sciences in the years 2014-2019. Theanalysis of correlation and the MLP model path were used to carry out the analysis. The obtainedresults and relationships show that there is an influence of air contaminant concentrations onthe intensity of solar radiation and insolation. High variability of the given parameters was alsorevealed, depending on the range of horizontal visibility as well as relative air humidity. The valueof the correlation coefficient r=0.80 and comparison of the intensity of measured and predictedsolar radiation of the analysed parameters make it possible to claim that the developed MLP modelfacilitates good prediction of the intensity of solar radiation based on the implemented inputdata. The analysis of the sensitivity of the model revealed that the air temperature has the greatestinfluence on the value of solar radiation intensity, and as far as air contaminants are concerned, theconcentration of particulate matter PM10 has a greatest influence on lowering its value.
大气气溶胶对到达华沙南部地区地表的太阳能量的影响
光伏装置的效率取决于多种因素。气溶胶会显著影响太阳能的可用资源,从而影响太阳能电池板的性能。这项工作试图评估大气气溶胶对华沙选定地区太阳辐射传输的影响。特定气象要素和污染物浓度的测量结果来自华沙生命科学大学气象站 2014-2019 年的数据。分析中使用了相关性分析和 MLP 模型路径。所得结果和关系表明,空气污染物浓度对太阳辐射强度和日照有影响。此外,根据水平能见度范围和相对空气湿度的不同,给定参数的变化也很大。相关系数 r=0.80 的值以及所测量和预测的太阳辐射强度与所分析参数的比较表明,所开发的 MLP 模式能够根据所实施的输入数据很好地预测太阳辐射强度。对模型敏感性的分析表明,空气温度对太阳辐射强度值的影响最大,而就空气污染物而言,颗粒物 PM10 的浓度对降低太阳辐射强度值的影响最大。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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