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Dust soiling effects on decentralized solar in West Africa

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  • Isaacs, Stewart
  • Kalashnikova, Olga
  • Garay, Michael J.
  • van Donkelaar, Aaron
  • Hammer, Melanie S.
  • Lee, Huikyo
  • Wood, Danielle

Abstract

West Africa’s proximity to the Sahara Desert can cause photovoltaic (PV) systems to experience significant power generation reductions when particulates settle onto solar panel surfaces in a phenomenon known as soiling. Previous studies have created models to estimate PV soiling globally, but these models have several limitations in the region due to the accuracy of the input particular matter (PM) concentration values, the accuracy of methods for computing power loss, and the regional use of decentralized solar systems. Here we develop and apply a methodology for the development of a soiling estimation model based on the Coello framework, and evaluate it when using input PM concentration values from both a reanalysis dataset (MERRA-2) and a dataset derived from satellite-observations (WUSTL). This model reduces error in soiling-related power loss estimates by approximately 50% when compared to the unadjusted Coello approach. Using this model, we find soiling losses can exceed 50% in the most greatly affected locations during the Harmattan season and these power losses can vary considerably each year (between 26 and 53% in Niamey, Niger). To support PV system design, we develop a function that relates maximum soiling losses to annual cleaning frequencies in major cities. Finally, we find if decentralized solar is used to meet electricity access goals as projected, PV cleaning costs could sum up to $1Bn (USD) annually in sub-Saharan Africa by 2030.

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  • Isaacs, Stewart & Kalashnikova, Olga & Garay, Michael J. & van Donkelaar, Aaron & Hammer, Melanie S. & Lee, Huikyo & Wood, Danielle, 2023. "Dust soiling effects on decentralized solar in West Africa," Applied Energy, Elsevier, vol. 340(C).
    • Handle: RePEc:eee:appene:v:340:y:2023:i:c:s0306261923003574
    DOI: 10.1016/j.apenergy.2023.120993
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    1. Ilse, Klemens K. & Figgis, Benjamin W. & Naumann, Volker & Hagendorf, Christian & Bagdahn, Jörg, 2018. "Fundamentals of soiling processes on photovoltaic modules," Renewable and Sustainable Energy Reviews, Elsevier, vol. 98(C), pages 239-254.
    2. Costa, Suellen C.S. & Diniz, Antonia Sonia A.C. & Kazmerski, Lawrence L., 2016. "Dust and soiling issues and impacts relating to solar energy systems: Literature review update for 2012–2015," Renewable and Sustainable Energy Reviews, Elsevier, vol. 63(C), pages 33-61.
    3. Deichmann, Uwe & Meisner, Craig & Murray, Siobhan & Wheeler, David, 2011. "The economics of renewable energy expansion in rural Sub-Saharan Africa," Energy Policy, Elsevier, vol. 39(1), pages 215-227, January.
    4. Xiaoyuan Li & Denise L. Mauzerall & Mike H. Bergin, 2020. "Global reduction of solar power generation efficiency due to aerosols and panel soiling," Nature Sustainability, Nature, vol. 3(9), pages 720-727, September.
    5. Micheli, Leonardo & Fernández, Eduardo F. & Aguilera, Jorge T. & Almonacid, Florencia, 2021. "Economics of seasonal photovoltaic soiling and cleaning optimization scenarios," Energy, Elsevier, vol. 215(PA).
    6. Mathilde Brix Pedersen, 2016. "Deconstructing the concept of renewable energy-based mini-grids for rural electrification in East Africa," Wiley Interdisciplinary Reviews: Energy and Environment, Wiley Blackwell, vol. 5(5), pages 570-587, September.
    7. Kalogirou, Soteris A. & Agathokleous, Rafaela & Panayiotou, Gregoris, 2013. "On-site PV characterization and the effect of soiling on their performance," Energy, Elsevier, vol. 51(C), pages 439-446.
    8. Costa, Suellen C.S. & Diniz, Antonia Sonia A.C. & Kazmerski, Lawrence L., 2018. "Solar energy dust and soiling R&D progress: Literature review update for 2016," Renewable and Sustainable Energy Reviews, Elsevier, vol. 82(P3), pages 2504-2536.
    9. Chanchangi, Yusuf N. & Ghosh, Aritra & Baig, Hasan & Sundaram, Senthilarasu & Mallick, Tapas K., 2021. "Soiling on PV performance influenced by weather parameters in Northern Nigeria," Renewable Energy, Elsevier, vol. 180(C), pages 874-892.
    10. Brew-Hammond, Abeeku, 2010. "Energy access in Africa: Challenges ahead," Energy Policy, Elsevier, vol. 38(5), pages 2291-2301, May.
    11. Pfenninger, Stefan & Staffell, Iain, 2016. "Long-term patterns of European PV output using 30 years of validated hourly reanalysis and satellite data," Energy, Elsevier, vol. 114(C), pages 1251-1265.
    12. Adinoyi, Muhammed J. & Said, Syed A.M., 2013. "Effect of dust accumulation on the power outputs of solar photovoltaic modules," Renewable Energy, Elsevier, vol. 60(C), pages 633-636.
    13. Trotter, Philipp A. & McManus, Marcelle C. & Maconachie, Roy, 2017. "Electricity planning and implementation in sub-Saharan Africa: A systematic review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 74(C), pages 1189-1209.
    14. Mithhu, Md. Mahamudul Hasan & Rima, Tahmina Ahmed & Khan, M. Ryyan, 2021. "Global analysis of optimal cleaning cycle and profit of soiling affected solar panels," Applied Energy, Elsevier, vol. 285(C).
    15. Sarver, Travis & Al-Qaraghuli, Ali & Kazmerski, Lawrence L., 2013. "A comprehensive review of the impact of dust on the use of solar energy: History, investigations, results, literature, and mitigation approaches," Renewable and Sustainable Energy Reviews, Elsevier, vol. 22(C), pages 698-733.
    16. You, Siming & Lim, Yu Jie & Dai, Yanjun & Wang, Chi-Hwa, 2018. "On the temporal modelling of solar photovoltaic soiling: Energy and economic impacts in seven cities," Applied Energy, Elsevier, vol. 228(C), pages 1136-1146.
    17. Hegazy, Adel A, 2001. "Effect of dust accumulation on solar transmittance through glass covers of plate-type collectors," Renewable Energy, Elsevier, vol. 22(4), pages 525-540.
    18. Muñoz-García, Miguel-Ángel & Fouris, Tom & Pilat, Eric, 2021. "Analysis of the soiling effect under different conditions on different photovoltaic glasses and cells using an indoor soiling chamber," Renewable Energy, Elsevier, vol. 163(C), pages 1560-1568.
    19. Bhattacharyya, S.C. & Palit, D., 2021. "A critical review of literature on the nexus between central grid and off-grid solutions for expanding access to electricity in Sub-Saharan Africa and South Asia," Renewable and Sustainable Energy Reviews, Elsevier, vol. 141(C).
    20. Mandelli, Stefano & Barbieri, Jacopo & Mereu, Riccardo & Colombo, Emanuela, 2016. "Off-grid systems for rural electrification in developing countries: Definitions, classification and a comprehensive literature review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 58(C), pages 1621-1646.
    21. Song, Zhe & Liu, Jia & Yang, Hongxing, 2021. "Air pollution and soiling implications for solar photovoltaic power generation: A comprehensive review," Applied Energy, Elsevier, vol. 298(C).
    22. Piliougine, M. & Cañete, C. & Moreno, R. & Carretero, J. & Hirose, J. & Ogawa, S. & Sidrach-de-Cardona, M., 2013. "Comparative analysis of energy produced by photovoltaic modules with anti-soiling coated surface in arid climates," Applied Energy, Elsevier, vol. 112(C), pages 626-634.
    23. Boyle, L. & Flinchpaugh, H. & Hannigan, M.P., 2015. "Natural soiling of photovoltaic cover plates and the impact on transmission," Renewable Energy, Elsevier, vol. 77(C), pages 166-173.
    24. Kemausuor, Francis & Obeng, George Yaw & Brew-Hammond, Abeeku & Duker, Alfred, 2011. "A review of trends, policies and plans for increasing energy access in Ghana," Renewable and Sustainable Energy Reviews, Elsevier, vol. 15(9), pages 5143-5154.
    25. Raillani, Benyounes & Salhi, Mourad & Chaatouf, Dounia & Bria, Abir & Amraqui, Samir & Mezrhab, Ahmed, 2023. "A new proposed method to mitigate the soiling rate of a photovoltaic array using first-row height," Applied Energy, Elsevier, vol. 331(C).
    26. Boilley, Alexandre & Wald, Lucien, 2015. "Comparison between meteorological re-analyses from ERA-Interim and MERRA and measurements of daily solar irradiation at surface," Renewable Energy, Elsevier, vol. 75(C), pages 135-143.
    27. Fernando Antonanzas-Torres & Javier Antonanzas & Julio Blanco-Fernandez, 2021. "State-of-the-Art of Mini Grids for Rural Electrification in West Africa," Energies, MDPI, vol. 14(4), pages 1-21, February.
    28. Grant, Fiona & Sheline, Carolyn & Sokol, Julia & Amrose, Susan & Brownell, Elizabeth & Nangia, Vinay & Winter, Amos G., 2022. "Creating a Solar-Powered Drip Irrigation Optimal Performance model (SDrOP) to lower the cost of drip irrigation systems for smallholder farmers," Applied Energy, Elsevier, vol. 323(C).
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