IDEAS home Printed from https://ideas.repec.org/a/eee/appene/v228y2018icp1136-1146.html
   My bibliography  Save this article

On the temporal modelling of solar photovoltaic soiling: Energy and economic impacts in seven cities

Author

Listed:
  • You, Siming
  • Lim, Yu Jie
  • Dai, Yanjun
  • Wang, Chi-Hwa

Abstract

This work developed a framework to predict the energy and economic impacts of solar photovoltaic soiling. This framework includes the effects of relative humidity, precipitation and tilt angle on solar photovoltaic soiling. A concept of relative net-present value change was introduced to determine the optimal cleaning interval. The uncertainties in the economic analysis were accounted for using a Monte Carlo simulation method. The framework was used to study the soiling-induced efficiency and economic losses of solar photovoltaic modules in seven cities (i.e. Taichung, Tokyo, Hami, Malibu, Sanlucar la Mayor, Doha, and Walkaway). Overall, the efficiency loss (in ascending order) for Tokyo/Walkaway < Taichung < Sanlucar la Mayor < Malibu/Hami < Doha for a one-year study period. Doha experiences an efficiency loss over 80% for a 140-day exposure, while Tokyo has an efficiency loss less than 4% for a one-year exposure. Malibu has longest optimal cleaning intervals (70 days for manual cleaning and 49 days for machine-assisted cleaning) that leads to the relative net-present value changes of 1.7% and 1.1%. Doha has the shortest optimal cleaning intervals (23 days for manual cleaning and 17 days for machine-assisted cleaning) that leads to the relative net-present value changes of 21% and 19%. The work serves as an effective tool for designing optimal cleaning protocols for solar photovoltaic systems.

Suggested Citation

  • 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.
    • Handle: RePEc:eee:appene:v:228:y:2018:i:c:p:1136-1146
    DOI: 10.1016/j.apenergy.2018.07.020
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S030626191831047X
    Download Restriction: Full text for ScienceDirect subscribers only
    File URL: https://libkey.io/10.1016/j.apenergy.2018.07.020?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Baurzhan, Saule & Jenkins, Glenn P., 2016. "Off-grid solar PV: Is it an affordable or appropriate solution for rural electrification in Sub-Saharan African countries?," Renewable and Sustainable Energy Reviews, Elsevier, vol. 60(C), pages 1405-1418.
    2. Harder, Elizabeth & Gibson, Jacqueline MacDonald, 2011. "The costs and benefits of large-scale solar photovoltaic power production in Abu Dhabi, United Arab Emirates," Renewable Energy, Elsevier, vol. 36(2), pages 789-796.
    3. Lave, Matthew & Kleissl, Jan, 2011. "Optimum fixed orientations and benefits of tracking for capturing solar radiation in the continental United States," Renewable Energy, Elsevier, vol. 36(3), pages 1145-1152.
    4. Yuan, Jiahai & Sun, Shenghui & Zhang, Wenhua & Xiong, Minpeng, 2014. "The economy of distributed PV in China," Energy, Elsevier, vol. 78(C), pages 939-949.
    5. Buffat, René & Grassi, Stefano & Raubal, Martin, 2018. "A scalable method for estimating rooftop solar irradiation potential over large regions," Applied Energy, Elsevier, vol. 216(C), pages 389-401.
    6. Portugal Pereira, Joana & Troncoso Parady, Giancarlos & Castro Dominguez, Bernardo, 2014. "Japan's energy conundrum: Post-Fukushima scenarios from a life cycle perspective," Energy Policy, Elsevier, vol. 67(C), pages 104-115.
    7. Marrero, Gustavo A. & Puch, Luis A. & Ramos-Real, Francisco J., 2015. "Mean-variance portfolio methods for energy policy risk management," International Review of Economics & Finance, Elsevier, vol. 40(C), pages 246-264.
    8. Saidan, Motasem & Albaali, Abdul Ghani & Alasis, Emil & Kaldellis, John K., 2016. "Experimental study on the effect of dust deposition on solar photovoltaic panels in desert environment," Renewable Energy, Elsevier, vol. 92(C), pages 499-505.
    9. 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.
    10. 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.
    11. Lin, Jin-Xu & Wen, Pei-Ling & Feng, Chun-Chiang & Lin, Shih-Mo & Ko, Fu-Kuang, 2014. "Policy target, feed-in tariff, and technological progress of PV in Taiwan," Renewable and Sustainable Energy Reviews, Elsevier, vol. 39(C), pages 628-639.
    12. Lu, Hao & Lu, Lin & Wang, Yuanhao, 2016. "Numerical investigation of dust pollution on a solar photovoltaic (PV) system mounted on an isolated building," Applied Energy, Elsevier, vol. 180(C), pages 27-36.
    13. Al Garni, Hassan Z. & Awasthi, Anjali, 2017. "Solar PV power plant site selection using a GIS-AHP based approach with application in Saudi Arabia," Applied Energy, Elsevier, vol. 206(C), pages 1225-1240.
    14. Kaldellis, J.K. & Kapsali, M., 2011. "Simulating the dust effect on the energy performance of photovoltaic generators based on experimental measurements," Energy, Elsevier, vol. 36(8), pages 5154-5161.
    15. 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.
    16. Moghimi, M.A. & Ahmadi, G., 2018. "Wind barriers optimization for minimizing collector mirror soiling in a parabolic trough collector plant," Applied Energy, Elsevier, vol. 225(C), pages 413-423.
    17. Masa-Bote, D. & Castillo-Cagigal, M. & Matallanas, E. & Caamaño-Martín, E. & Gutiérrez, A. & Monasterio-Huelín, F. & Jiménez-Leube, J., 2014. "Improving photovoltaics grid integration through short time forecasting and self-consumption," Applied Energy, Elsevier, vol. 125(C), pages 103-113.
    18. Ondraczek, Janosch & Komendantova, Nadejda & Patt, Anthony, 2015. "WACC the dog: The effect of financing costs on the levelized cost of solar PV power," Renewable Energy, Elsevier, vol. 75(C), pages 888-898.
    19. Figgis, Benjamin & Ennaoui, Ahmed & Ahzi, Said & Rémond, Yves, 2017. "Review of PV soiling particle mechanics in desert environments," Renewable and Sustainable Energy Reviews, Elsevier, vol. 76(C), pages 872-881.
    20. Ye, Liang-Cheng & Rodrigues, João F.D. & Lin, Hai Xiang, 2017. "Analysis of feed-in tariff policies for solar photovoltaic in China 2011–2016," Applied Energy, Elsevier, vol. 203(C), pages 496-505.
    21. Jamil, Wan Juzaili & Abdul Rahman, Hasimah & Shaari, Sulaiman & Salam, Zainal, 2017. "Performance degradation of photovoltaic power system: Review on mitigation methods," Renewable and Sustainable Energy Reviews, Elsevier, vol. 67(C), pages 876-891.
    22. Lu, Hao & Zhao, Wenjun, 2018. "Effects of particle sizes and tilt angles on dust deposition characteristics of a ground-mounted solar photovoltaic system," Applied Energy, Elsevier, vol. 220(C), pages 514-526.
    23. John Byrne & Job Taminiau & Kyung Nam Kim & Joohee Lee & Jeongseok Seo, 2017. "Multivariate analysis of solar city economics: impact of energy prices, policy, finance, and cost on urban photovoltaic power plant implementation," Wiley Interdisciplinary Reviews: Energy and Environment, Wiley Blackwell, vol. 6(4), July.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Conceição, Ricardo & González-Aguilar, José & Merrouni, Ahmed Alami & Romero, Manuel, 2022. "Soiling effect in solar energy conversion systems: A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 162(C).
    2. Marta Redondo & Carlos A. Platero & Antonio Moset & Fernando Rodríguez & Vicente Donate, 2023. "Soiling Modelling in Large Grid-Connected PV Plants for Cleaning Optimization," Energies, MDPI, vol. 16(2), pages 1-13, January.
    3. Ibrahim, Nur Atirah & Wan Alwi, Sharifah Rafidah & Manan, Zainuddin Abdul & Mustaffa, Azizul Azri & Kidam, Kamarizan, 2022. "Risk matrix approach of extreme temperature and precipitation for renewable energy systems in Malaysia," Energy, Elsevier, vol. 254(PC).
    4. Huang, Wenfeng & Zhou, Kun & Sun, Ke & He, Zhu, 2019. "Effects of wind flow structure, particle flow and deposition pattern on photovoltaic energy harvest around a block," Applied Energy, Elsevier, vol. 253(C), pages 1-1.
    5. Hanifi, Hamed & Pander, Matthias & Zeller, Ulli & Ilse, Klemens & Dassler, David & Mirza, Mark & Bahattab, Mohammed A. & Jaeckel, Bengt & Hagendorf, Christian & Ebert, Matthias & Gottschalg, Ralph & S, 2020. "Loss analysis and optimization of PV module components and design to achieve higher energy yield and longer service life in desert regions," Applied Energy, Elsevier, vol. 280(C).
    6. Thamer Alquthami & Karim Menoufi, 2019. "Soiling of Photovoltaic Modules: Comparing between Two Distinct Locations within the Framework of Developing the Photovoltaic Soiling Index (PVSI)," Sustainability, MDPI, vol. 11(17), pages 1-13, August.
    7. Sadat, Seyyed Ali & Hoex, Bram & Pearce, Joshua M., 2022. "A Review of the Effects of Haze on Solar Photovoltaic Performance," Renewable and Sustainable Energy Reviews, Elsevier, vol. 167(C).
    8. Asah, Stanley T. & Baral, Nabin, 2018. "Technicalizing non-technical participatory social impact assessment of prospective cellulosic biorefineries: Psychometric quantification and implications," Applied Energy, Elsevier, vol. 232(C), pages 462-472.
    9. Rodrigo, Pedro M. & Gutiérrez, Sebastián & Micheli, Leonardo & Fernández, Eduardo F. & Almonacid, Florencia, 2020. "Optimum cleaning schedule of photovoltaic systems based on levelised cost of energy and case study in central Mexico," MPRA Paper 104173, University Library of Munich, Germany.
    10. 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).
    11. Micheli, Leonardo & Theristis, Marios & Talavera, Diego L. & Almonacid, Florencia & Stein, Joshua S. & Fernandez, Eduardo F., 2020. "Photovoltaic Cleaning Frequency Optimization Under Different Degradation Rate Patterns," MPRA Paper 105008, University Library of Munich, Germany, revised 07 Oct 2020.
    12. Ballestrín, Jesús & Polo, Jesús & Martín-Chivelet, Nuria & Barbero, Javier & Carra, Elena & Alonso-Montesinos, Joaquín & Marzo, Aitor, 2022. "Soiling forecasting of solar plants: A combined heuristic approach and autoregressive model," Energy, Elsevier, vol. 239(PE).
    13. Micheli, Leonardo & Theristis, Marios & Talavera, Diego L. & Nofuentes, Gustavo & Stein, Joshua S. & Almonacid, Florencia & Fernández, Eduardo F., 2022. "The economic value of photovoltaic performance loss mitigation in electricity spot markets," Renewable Energy, Elsevier, vol. 199(C), pages 486-497.
    14. Simone Pedrazzi & Giulio Allesina & Alberto Muscio, 2018. "Are Nano-Composite Coatings the Key for Photovoltaic Panel Self-Maintenance: An Experimental Evaluation," Energies, MDPI, vol. 11(12), pages 1-13, December.
    15. Micheli, Leonardo & Theristis, Marios & Talavera, Diego L. & Almonacid, Florencia & Stein, Joshua S. & Fernández, Eduardo F., 2020. "Photovoltaic cleaning frequency optimization under different degradation rate patterns," Renewable Energy, Elsevier, vol. 166(C), pages 136-146.
    16. Hasan Masrur & Keifa Vamba Konneh & Mikaeel Ahmadi & Kaisar R. Khan & Mohammad Lutfi Othman & Tomonobu Senjyu, 2021. "Assessing the Techno-Economic Impact of Derating Factors on Optimally Tilted Grid-Tied Photovoltaic Systems," Energies, MDPI, vol. 14(4), pages 1-21, February.
    17. Fernández-Solas, Álvaro & Montes-Romero, Jesús & Micheli, Leonardo & Almonacid, Florencia & Fernández, Eduardo F., 2022. "Estimation of soiling losses in photovoltaic modules of different technologies through analytical methods," Energy, Elsevier, vol. 244(PB).
    18. 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).
    19. Khan, M. Ryyan & Sakr, Enas & Sun, Xingshu & Bermel, Peter & Alam, Muhammad A., 2019. "Ground sculpting to enhance energy yield of vertical bifacial solar farms," Applied Energy, Elsevier, vol. 241(C), pages 592-598.
    20. Azouzoute, Alae & Zitouni, Houssain & El Ydrissi, Massaab & Hajjaj, Charaf & Garoum, Mohammed & Bennouna, El Ghali & Ghennioui, Abdellatif, 2021. "Developing a cleaning strategy for hybrid solar plants PV/CSP: Case study for semi-arid climate," Energy, Elsevier, vol. 228(C).
    21. Micheli, Leonardo & Fernandez, Eduardo F. & Aguilera, Jorge T. & Almonacid, Florencia, 2020. "Economics of seasonal photovoltaic soiling and cleaning optimization scenarios," MPRA Paper 104104, University Library of Munich, Germany.
    22. Mohammed Al-Housani & Yusuf Bicer & Muammer Koç, 2019. "Assessment of Various Dry Photovoltaic Cleaning Techniques and Frequencies on the Power Output of CdTe-Type Modules in Dusty Environments," Sustainability, MDPI, vol. 11(10), pages 1-18, May.
    23. 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).
    24. 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).
    25. Meng, B. & Loonen, R.C.G.M. & Hensen, J.L.M., 2022. "Performance variability and implications for yield prediction of rooftop PV systems – Analysis of 246 identical systems," Applied Energy, Elsevier, vol. 322(C).

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Conceição, Ricardo & González-Aguilar, José & Merrouni, Ahmed Alami & Romero, Manuel, 2022. "Soiling effect in solar energy conversion systems: A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 162(C).
    2. Karim Menoufi, 2017. "Dust Accumulation on the Surface of Photovoltaic Panels: Introducing the Photovoltaic Soiling Index (PVSI)," Sustainability, MDPI, vol. 9(6), pages 1-12, June.
    3. Hammad, Bashar & Al–Abed, Mohammad & Al–Ghandoor, Ahmed & Al–Sardeah, Ali & Al–Bashir, Adnan, 2018. "Modeling and analysis of dust and temperature effects on photovoltaic systems’ performance and optimal cleaning frequency: Jordan case study," Renewable and Sustainable Energy Reviews, Elsevier, vol. 82(P3), pages 2218-2234.
    4. Lu, Hao & Zhang, Li-Zhi, 2019. "Influences of dust deposition on ground-mounted solar photovoltaic arrays: A CFD simulation study," Renewable Energy, Elsevier, vol. 135(C), pages 21-31.
    5. Lu, Hao & Zhao, Wenjun, 2019. "CFD prediction of dust pollution and impact on an isolated ground-mounted solar photovoltaic system," Renewable Energy, Elsevier, vol. 131(C), pages 829-840.
    6. Chanchangi, Yusuf N. & Ghosh, Aritra & Sundaram, Senthilarasu & Mallick, Tapas K., 2020. "Dust and PV Performance in Nigeria: A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 121(C).
    7. 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).
    8. Pan, Anjian & Lu, Hao & Zhang, Li-Zhi, 2019. "Experimental investigation of dust deposition reduction on solar cell covering glass by different self-cleaning coatings," Energy, Elsevier, vol. 181(C), pages 645-653.
    9. Lu, Hao & Zhao, Wenjun, 2018. "Effects of particle sizes and tilt angles on dust deposition characteristics of a ground-mounted solar photovoltaic system," Applied Energy, Elsevier, vol. 220(C), pages 514-526.
    10. 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.
    11. Simone Pedrazzi & Giulio Allesina & Alberto Muscio, 2018. "Are Nano-Composite Coatings the Key for Photovoltaic Panel Self-Maintenance: An Experimental Evaluation," Energies, MDPI, vol. 11(12), pages 1-13, December.
    12. Huang, Wenfeng & Zhou, Kun & Sun, Ke & He, Zhu, 2019. "Effects of wind flow structure, particle flow and deposition pattern on photovoltaic energy harvest around a block," Applied Energy, Elsevier, vol. 253(C), pages 1-1.
    13. Pankaj Borah & Leonardo Micheli & Nabin Sarmah, 2023. "Analysis of Soiling Loss in Photovoltaic Modules: A Review of the Impact of Atmospheric Parameters, Soil Properties, and Mitigation Approaches," Sustainability, MDPI, vol. 15(24), pages 1-26, December.
    14. Hassan Z. Al Garni, 2022. "The Impact of Soiling on PV Module Performance in Saudi Arabia," Energies, MDPI, vol. 15(21), pages 1-25, October.
    15. Dida, Mustapha & Boughali, Slimane & Bechki, Djamel & Bouguettaia, Hamza, 2020. "Output power loss of crystalline silicon photovoltaic modules due to dust accumulation in Saharan environment," Renewable and Sustainable Energy Reviews, Elsevier, vol. 124(C).
    16. Hachicha, Ahmed Amine & Al-Sawafta, Israa & Said, Zafar, 2019. "Impact of dust on the performance of solar photovoltaic (PV) systems under United Arab Emirates weather conditions," Renewable Energy, Elsevier, vol. 141(C), pages 287-297.
    17. He, Beihua & Lu, Hao & Zheng, Chuanxiao & Wang, Yanlin, 2023. "Characteristics and cleaning methods of dust deposition on solar photovoltaic modules-A review," Energy, Elsevier, vol. 263(PE).
    18. 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.
    19. Rafi Zahedi & Parisa Ranjbaran & Gevork B. Gharehpetian & Fazel Mohammadi & Roya Ahmadiahangar, 2021. "Cleaning of Floating Photovoltaic Systems: A Critical Review on Approaches from Technical and Economic Perspectives," Energies, MDPI, vol. 14(7), pages 1-25, April.
    20. Yao, Wanxiang & Kong, Xiangru & Xu, Ai & Xu, Puyan & Wang, Yan & Gao, Weijun, 2023. "New models for the influence of rainwater on the performance of photovoltaic modules under different rainfall conditions," Renewable and Sustainable Energy Reviews, Elsevier, vol. 173(C).

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:appene:v:228:y:2018:i:c:p:1136-1146. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/wps/find/journaldescription.cws_home/405891/description#description .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.