Numerical Investigation of Time-Dependent Dust Shading Effects on Fixed and Tracking Solar Photovoltaic Arrays

Document Type : Research Article

Authors

Department of Mechanical Engineering, University of South Africa, Science Campus, Florida 1710, South Africa

Abstract

The global expansion of solar energy has been met with dust soiling which is a critical performance-limiting factor, especially in dusty climates. The present study proposed a dynamic numerical approach for quantifying the time-dependent effects of dust shading on fixed-tilt, single-axis tracking, and dual-axis tracking PV systems. The approach was to distinguish between direct and diffuse irradiance and account for diurnal and seasonal solar geometry while incorporating angular-dependent shading dynamics. Single-axis and dual-axis trackers achieved daily yields of 5.02 kWh/day and 5.16 kWh/day respectively under a surface-soiling fraction of 32.7% determined from binary image segmentation and pixel-area ratio surpassing the clean fixed-tilt baseline of 4.41 kWh/day. A laboratory validation was used to confirm the ability of model to capture angular-dependent losses. A techno-economic analysis done revealed a trade-off where tracking systems maximise the absolute energy generated. However, fixed-tilt systems delivered superior cost-effectiveness due to lower capital and maintenance requirements. The results revealed the need for a dynamic, time-resolved model to improve optimisation and performance prediction, and guide maintenance strategies in soiling-prone environments.

Keywords

[1]   Vedulla, G., Geetha, A., & Senthil, R. (2023). Review of Strategies to Mitigate Dust Deposition on Solar Photovoltaic Systems. Energies, 16(1), 109. doi:10.3390/en16010109
[2]   Hegedus, S., & Luque, A. (2011). Achievements and Challenges of Solar Electricity from Photovoltaics. In A. Luque & S. Hegedus (Eds.), Handbook of photovoltaic science and engineering (pp. 1–38): John Wiley & Sons.
[3]   Ammari, N., Mehdi, M., Alami Merrouni, A., El Gallassi, H., Chaabelasri, E., & Ghennioui, A. (2022). Experimental study on the impact of soiling on the modules temperature and performance of two different PV technologies under hot arid climate. Heliyon, 8(11), e11395. doi:10.1016/j.heliyon.2022.e11395
[4]   Dahlioui, D., Laarabi, B., & Barhdadi, A. (2019). Investigation of soiling impact on PV modules performance in semi-arid and hyper-arid climates in Morocco. Energy for Sustainable Development, 51, 32–39. doi:10.1016/j.esd.2019.05.001
[5]   Lopez-Lorente, J., Polo, J., Martín-Chivelet, N., Norton, M., Livera, A., Makrides, G., & Georghiou, G. E. (2023). Characterizing soiling losses for photovoltaic systems in dry climates: A case study in Cyprus. Solar Energy, 255, 243–256. doi:10.1016/j.solener.2023.03.034
[6]   Al Siyabi, I., Al Mayasi, A., Al Shukaili, A., & Khanna, S. (2021). Effect of Soiling on Solar Photovoltaic Performance under Desert Climatic Conditions. Energies, 14(3), 659. doi:10.3390/en14030659
[7]   Tummalieh, A., Mittag, M., Reichel, C., Protti, A., & Neuhaus, H. (2025). Holistic Analysis for Mismatch Losses in Photovoltaic Modules: Assessing the Impact of Inhomogeneity from Operational Conditions and Degradation Mechanisms on Power and Yield. Progress in Photovoltaics: Research and Applications, 34(1), 39–59. doi:10.1002/pip.3865
[8]   Al Garni, H. Z. (2022). The Impact of Soiling on PV Module Performance in Saudi Arabia. Energies, 15(21), 8033. doi:10.3390/en15218033
[9]   Yahya, H. E., Salah, M., Halawa, M. A., Raouf, M., & Ashraf, M. (2025). Energy, exergy, environmental and economic (4E) analysis of PV, CPV and CCPV panels at different climate conditions. Journal of Al-Azhar University Engineering Sector, 20(74), 193–210. doi:10.21608/auej.2024.306080.1688
[10] Kabir, M. S., Niloy, K. M., Rahman, S. M. I., Hossen, M. I., Afrose, S., Mofazzol, M. I. H., & Ahmmed, M. L. (2025). A Novel Method for Detecting Dust Accumulation in Photovoltaic Systems: Evaluating Visible Sunlight Obstruction in Different Dust Levels and AI-based Bird Droppings Detection. arXiv, 1–29. doi:10.48550/arXiv.2501.08304
[11] Janiere Silva de Souza, J., Marques de Carvalho, P. C., & Barroso, G. C. (2022). Analysis of the Characteristics and Effects of Soiling Natural Accumulation on Photovoltaic Systems: A Systematic Review of the Literature. Journal of Solar Energy Engineering, 145(040801). doi:10.1115/1.4056453
[12] Cang, T. (2025). Comprehensive Exploration of Solar Photovoltaic Technology: Enhancing Efficiency, Integrating Energy Storage, and Addressing Environmental and Economic Challenges. Applied and Computational Engineering, 123, 10–16. doi:10.54254/2755-2721/2025.19565
[13] Cormode, D. (2015). Large and Small Photovoltaic Powerplants. (PhD Doctoral Dissertation), The University of Arizona, Department of Physics, Arizona. Retrieved from https://repository.arizona.edu/handle/10150/556863     
[14] Massi Pavan, A., Mellit, A., & De Pieri, D. (2011). The effect of soiling on energy production for large-scale photovoltaic plants. Solar Energy, 85(5), 1128–1136. doi:10.1016/j.solener.2011.03.006
[15] Fernández, E. F., Chemisana, D., Micheli, L., & Almonacid, F. (2019). Spectral nature of soiling and its impact on multi-junction based concentrator systems. Solar Energy Materials and Solar Cells, 201, 110118. doi:10.1016/j.solmat.2019.110118
[16] Chanchangi, Y. N., Ghosh, A., Sundaram, S., & Mallick, T. K. (2020). An analytical indoor experimental study on the effect of soiling on PV, focusing on dust properties and PV surface material. Solar Energy, 203, 46–68. doi:10.1016/j.solener.2020.03.089
[17] Sisodia, A. K. (2024). Effect of dust particles size on Photovoltaic module (PV) performance. International Journal of Science and Research Archive, 13(2), 3967–3972. doi:10.30574/ijsra.2024.13.2.2653
[18] Martikainen, J., Muñoz, O., Gómez Martín, J. C., Passas Varo, M., Jardiel, T., Peiteado, M., Willame, Y., Neary, L., Becker, T., & Wurm, G. (2025). Database of Martian dust optical properties in the UV-vis-NIR. Monthly Notices of the Royal Astronomical Society, 537(2), 1489–1503. doi:10.1093/mnras/staf108
[19] Piedra, P. G., Llanza, L. R., & Moosmüller, H. (2018). Optical losses of photovoltaic modules due to mineral dust deposition: Experimental measurements and theoretical modeling. Solar Energy, 164, 160–173. doi:10.1016/j.solener.2018.02.030
[20] Tanesab, J., Parlevliet, D., Whale, J., & Urmee, T. (2019). The effect of dust with different morphologies on the performance degradation of photovoltaic modules. Sustainable Energy Technologies and Assessments, 31, 347–354. doi:10.1016/j.seta.2018.12.024
[21] Faeth, G. M., & Köylü, Ü. Ö. (1999). Soot Morphology and Optical Properties in Nonpremixed Turbulent Flame Environments. Clean Combustion Technologies, 108(4-6), 207–229. doi:10.1080/00102209508960399
[22] Sharma, S., Malik, P., & Sinha, S. (2024). The impact of soiling on temperature and sustainable solar PV power generation: A detailed analysis. Renewable Energy, 237, 121864. doi:10.1016/j.renene.2024.121864
[23] Gedifew, A., & Benor, A. (2025). Evaluating the impact of tilt angles and tracking mechanisms on photovoltaic modules in Ethiopia. Frontiers in Energy Research, 12:1519725. doi:10.3389/fenrg.2024.1519725
[24] Mainil, R. I., Rahman, A., Arief, D. S., Mainil, A. K., Hossain, M. A., & Aziz, A. (2025). Performance Comparison of Heat Pipe Photovoltaic/Thermal (HP-PV/T) Wick and Wickless at Different Tilt Angle. Journal of Advanced Research in Fluid Mechanics and Thermal Sciences, 126(1), 39–51. doi:10.37934/arfmts.126.1.3951
[25] Oluchi, O. V., Kelechi, D. L., Chukwuemeka, E. V., Anselm, O. C., & Opara, E. K. (2024). Exploring the Ideal Photovoltaic (PV) Tilt Angle Across the Six Geo-Political Zones in Nigeria. Journal of Electrical Engineering and Electronics Design, 2(2), 25–30. doi:10.48001/joeeed.2024.2225-30
[26] Dahlioui, D. (2022). Improvement of photovoltaic systems efficiency using innovative, ecological and low cost cleaning techniques. (PhD Thesis), Mohammed V University, Rabat. Retrieved from https://toubkal.imist.ma/handle/123456789/33595       
[27] Yunus Khan, T. M., Soudagar, M. E. M., Kanchan, M., Afzal, A., Banapurmath, N. R., Akram, N., Mane, S. D., & Shahapurkar, K. (2020). Optimum location and influence of tilt angle on performance of solar PV panels. Journal of Thermal Analysis and Calorimetry, 141(1), 511–532. doi:10.1007/s10973-019-09089-5
[28] Babatunde, A. A., Abbasoglu, S., & Senol, M. (2018). Analysis of the impact of dust, tilt angle and orientation on performance of PV Plants. Renewable and Sustainable Energy Reviews, 90, 1017–1026. doi:10.1016/j.rser.2018.03.102
[29] Nwokolo, S. C., Obiwulu, A. U., Amadi, S. O., & Ogbulezie, J. C. (2023). Assessing the Impact of Soiling, Tilt Angle, and Solar Radiation on the Performance of Solar PV Systems. Trends in Renewable Energy, 9(2), 120–136. doi:10.17737/tre.2023.9.2.00156
[30] Feteh, M. (2021). Optimizing the Design of PV Plants for the Cases of a Fixed Tilt Angle and a Solar Tracker. (MSc Master's Thesis), Politecnico di Milano, Retrieved from https://hdl.handle.net/10589/173701              
[31] Li, G., Chen, Y., Yu, Y., Tang, R., & Mawire, A. (2019). Performance and design optimization of single-axis multi-position sun-tracking PV panels. Journal of Renewable and Sustainable Energy, 11(6), 063701. doi:10.1063/1.5115976
[32] Chen, Y. B., Tang, J. J., Li, G. H., & Yu, Y. M. (2019). Photovoltaic performance of one axis multiple-position sun-tracked PV panels. IOP Conference Series: Earth and Environmental Science, 354(1), 012128. doi:10.1088/1755-1315/354/1/012128
[33] Barbón, A., Martínez-Suárez, J., Bayón, L., & Bayón-Cueli, C. (2025). Photovoltaic Power Plants with Horizontal Single-Axis Trackers: Influence of the Movement Limit on Incident Solar Irradiance. Applied Sciences, 15(3), 1175. doi:10.3390/app15031175
[34] Uchaipichat, N., Wibunsin, C., Chokjulanon, K., & Tanthanuch, N. (2025). Computer vision-based sun tracking control for optimizing photovoltaic power generation. International Journal of Electrical and Computer Engineering (IJECE), 15(2), 1251–1261. doi:10.11591/ijece.v15i2.pp1251-1261
[35] Alexandru, C. (2019). Optimal design of the dual-axis tracking system used for a PV string platform. Journal of Renewable and Sustainable Energy, 11(4), 043501. doi:10.1063/1.5109390
[36] Abdullah, H. K., & Abdulkarim, P. M. (2023). A Design Model And Comparison of Fixed And Tracking Photovoltaic Systems for A Single-family House in Erbil, Iraq. The Journal of Duhok University, 26(2), 515–532. doi:10.26682/csjuod.2023.26.2.47
[37] Abdelsalam, M. A. M., Ahmad, F. F., Hamid, A.-K., Ghenai, C., Rejeb, O., Alchadirchy, M., Obaid, W., & Assad, M. E. H. (2021). Experimental study of the impact of dust on azimuth tracking solar PV in Sharjah. International Journal of Electrical and Computer Engineering (IJECE), 11(5), 3671–3681. doi:10.11591/ijece.v11i5.pp3671-3681
[38] Pouladian-Kari, A., Eslami, S., Tadjik, A., Kirchner, L., Pouladian-Kari, R., & Golshanfard, A. (2022). A novel solution for addressing the problem of soiling and improving performance of PV solar systems. Solar Energy, 241, 315–326. doi:10.1016/j.solener.2022.06.012
[39] Mamodiya, U., Kishor, I., Garine, R., Ganguly, P., & Naik, N. (2025). Artificial intelligence based hybrid solar energy systems with smart materials and adaptive photovoltaics for sustainable power generation. Scientific Reports, 15:17370. doi:10.1038/s41598-025-01788-4
[40] Guo, B., & Javed, W. (2024). Effect of incidence angle on PV soiling loss. Solar Energy, 269, 112298. doi:10.1016/j.solener.2023.112298
[41] Chala, G. T., Sulaiman, S. A., & Chen, X. (2025). A Study on the Performance of Soiled Solar Photovoltaic Panels at Different Tilt Angles in Al Seeb, Oman. Energies, 18(2), 301. doi:10.3390/en18020301
[42] Tuomiranta, A. (2014). Performance Modelling of Photovoltaic Power Stations for an Interactive Solar Energy Atlas of the Arabian Peninsula. (MSc Thesis Master's Thesis), Aalto University, Abu Dhabi. Retrieved from https://aaltodoc.aalto.fi/handle/123456789/14697
[43] Pagani, V. H., Los, N. A., Maidana, W., Leitão, P., Casaro, M. M., & Nascimento, C. B. Soiling Monitoring Modelling for Photovoltaic System. Paper presented at the CONTROLO 2020: Lecture Notes in Electrical Engineering, Bragança, Portugal. https://link.springer.com/content/pdf/10.1007%2F978-3-030-58653-9_57.pdf
[44] Pop, T., Buzduga, C., Pentiuc, R. D., Ifrim, V. C., & Ungureanu, C. (2022). Mathematical modeling in MATLAB of a photovoltaic panel. IOP Conference Series: Materials Science and Engineering, 1256(1), 012037. doi:10.1088/1757-899X/1256/1/012037
[45] Willers, G., Sakarapunthip, N., Ilse, K., Chuangchote, S., & Gottschalg, R. (2025). Impact of Different Types of Dust on Solar Glass Transmittance and PV Module Performance. Progress in Photovoltaics: Research and Applications, 33(8), 844–853. doi:10.1002/pip.3930
[46] Boyle, L., Flinchpaugh, H., & Hannigan, M. P. (2015). Natural soiling of photovoltaic cover plates and the impact on transmission. Renewable Energy, 77, 166–173. doi:10.1016/j.renene.2014.12.006
[47] Diop, D., Drame, M. S., Diallo, M., Malec, D., Mary, D., & Guillot, P. (2020). Modelling of Photovoltaic Modules Optical Losses Due to Saharan Dust Deposition in Dakar, Senegal, West Africa. Smart Grid and Renewable Energy, 11(7), 89–102. doi:10.4236/sgre.2020.117007
[48] Thungsuk, N., Tanaram, T., Chaithanakulwat, A., Savangboon, T., Songruk, A., Mungkung, N., Maneepen, T., Arunrungrusmi, S., Poonthong, W., Kasayapanand, N., Nilwhut, S., Kinoshita, H., & Yuji, T. (2023). Performance Analysis of Solar Tracking Systems by Five-Position Angles with a Single Axis and Dual Axis. Energies, 16(16), 5869. doi:10.3390/en16165869