Performance Investigation of Photovoltaic Panel under Cotton Dust Environment: Insights from Statistical Analysis

Basit Ali, Muhammad Faisal Khan, K. Ishaque
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Abstract

The use of solar photovoltaic (PV) systems as a renewable source is gaining popularity as a means of reducing greenhouse gas emissions and meeting energy demand. However, losses associated with solar PV systems remain a challenge. In this study relationship between the average power output of a solar PV system in clean and cotton dust configurations using linear regression analysis is investigated. The data is being collected over a period of 12 days, with daily measurements of 8 hours of the average power output in both configurations. Based on the t-test, it is found that the average power output in the cotton dust configuration was significantly lower than that in the clean configuration. Linear regression analysis verified that the power output of the system decreased over time in both configurations. The coefficient of determination for the clean model is 0.1905 and the R-squared value for the cotton dust model is 0.8436. These outcomes highlight the importance of considering the effects of cotton dust growth on the performance of solar PV systems and the potential for improved maintenance strategies to overcome the related losses.
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棉尘环境下光伏板性能调查:来自统计分析的启示
使用太阳能光伏(PV)系统作为一种可再生能源,作为减少温室气体排放和满足能源需求的一种手段,越来越受欢迎。然而,与太阳能光伏系统相关的损失仍然是一个挑战。本文采用线性回归分析的方法研究了清洁和棉尘环境下太阳能光伏系统平均输出功率之间的关系。数据将在12天的时间内收集,每天测量两种配置下8小时的平均功率输出。通过t检验发现,棉尘组的平均输出功率明显低于洁净组。线性回归分析证实,在两种配置下,系统的输出功率随着时间的推移而下降。洁净模型的决定系数为0.1905,棉尘模型的r平方值为0.8436。这些结果突出了考虑棉花粉尘生长对太阳能光伏系统性能影响的重要性,以及改进维护策略以克服相关损失的潜力。
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