2019
DOI: 10.3390/app9071397
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Modeling and Analysis Framework for Investigating the Impact of Dust and Temperature on PV Systems’ Performance and Optimum Cleaning Frequency

Abstract: This paper proposes computational models to investigate the effects of dust and ambient temperature on the performance of a photovoltaic system built at the Hashemite University, Jordan. The system is connected on-grid with an azimuth angle of 0° and a tilt angle of 26°. The models have been developed employing optimized architectures of artificial neural network (ANN) and extreme learning machine (ELM) models to estimate conversion efficiency based on experimental data. The methodology of building the models … Show more

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Cited by 43 publications
(22 citation statements)
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“…Additionally, for the specific application in Saudi Arabia in general, but Al Khobar in particular, the enclosed trough with saltwater condenser suffers much less from sand, dust, humidity, salt and extreme temperatures than PV. PV in Saudi Arabia in general and Al Khobar in particular dramatically suffer from the above issues, [47][48][49] that are preventing the uptake of this technology. The panels collect much less solar energy, being quickly covered by a layer of dust, that is converted to less electricity also because of the high temperature.…”
Section: Discussionmentioning
confidence: 99%
“…Additionally, for the specific application in Saudi Arabia in general, but Al Khobar in particular, the enclosed trough with saltwater condenser suffers much less from sand, dust, humidity, salt and extreme temperatures than PV. PV in Saudi Arabia in general and Al Khobar in particular dramatically suffer from the above issues, [47][48][49] that are preventing the uptake of this technology. The panels collect much less solar energy, being quickly covered by a layer of dust, that is converted to less electricity also because of the high temperature.…”
Section: Discussionmentioning
confidence: 99%
“…The initial cost incurred for the installations of the proposed mechanism was around 5336.22 USD. Additionally, considering reasonable and acceptable values of cleaning costs of 0.212 USD/kWp in the MENA region during the study period [13], some research [17] implied that, if the hand cleaning could be carry out on an hourly basis in each day of a year, the cost incur for the hand cleaning would be 0.212 × 10 × 365 = 7738 USD/kWp (assuming that the cleaning is carried out 10 h/day-it is indeed known that the dust accumulation will be relevant on certain days of the year, but this is only for clarification purposes). In addition, one should also consider the fact that the proposed cleaning mechanism requires a predetermined schedule of maintenance interventions, for example, the wiper blade should be checked every six months and replaced once a year (which would cost around 56-89 USD), the rubber squeegee and the metal frames should be checked to avoid problems such as streaking, skipping, chattering, etc.…”
Section: Experimental Workmentioning
confidence: 99%
“…Al-Kouz et al [13] proposed a computational model to investigate the effects of dust and temperature on the performance of a photovoltaic system using Artificial Neural Network (ANN) [14] and Extreme Learning Machine (ELM) [15] models. They found that the optimized model predicts a conversion efficiency yielding an R 2 of 91.4%.…”
Section: Introductionmentioning
confidence: 99%
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“…These researches are based on real experimental data included, solar panel back surface temperature, open circuit voltage, short circuit current and output electrical power to determine the actual module efficiency at ambient temperature variations. Kazem and Chaichan [22] and Al-Kouz et al, [23] carried out experimental works to evaluate the impact of PV module temperature on module efficiency beside to other environmental influences such as dust accumulation, humidity and wind speed. Their results have revealed a significant effect of temperature on the cell efficiency relative to other variables.…”
Section: Introductionmentioning
confidence: 99%