IDEAS home Printed from https://ideas.repec.org/a/gam/jeners/v16y2022i1p45-d1009806.html

Effect of Environmental Factors on Photovoltaic Soiling: Experimental and Statistical Analysis

Author

Listed:
  • Honey Brahma

    (Department of Energy, Tezpur University, Assam 784028, India)

  • Shraiya Pant

    (Department of Energy, Tezpur University, Assam 784028, India)

  • Leonardo Micheli

    (Department of Astronautical, Electrical and Energy Engineering, Sapienza University of Rome, 00184 Rome, Italy)

  • Greg P. Smestad

    (Sol Ideas Technology Development, P.O. Box 5729, San José, CA 95150, USA)

  • Nabin Sarmah

    (Department of Energy, Tezpur University, Assam 784028, India)

Abstract

Soiling significantly impacts PV systems’ performance, but this can be mitigated through optimized frequency and timing of cleaning. This experimental study focused on the conditions leading to soiling. It utilized a novel method to evaluate the effectiveness of different cleaning frequencies. The transmittance of horizontally mounted glass coupons exposed outdoors in a warm and humid location was measured weekly and these measurements were used (i) to evaluate the variability of soiling and its seasonal correlations with environmental factors using linear regression models and (ii) to assess the effectiveness of the different cleaning cycles using statistical (F- and t -test) analysis. The minimum transmittance loss occurred during the season with the most frequent rainfall, which acted as the dominant natural cleaning agent. The experimental campaign showed that rainfalls do not completely clean soiling; a minimum intensity threshold has to be achieved to have a cleaning effect. The threshold rainfall was the highest for the weekly cleaned glass coupon and lowest for a coupon that was never cleaned. Based on the statistical analysis, it is suggested that weekly cleanings during winter and post-monsoon seasons and monthly cleanings during pre-monsoon and southwest monsoon seasons are optimal for areas in the Köppen–Geiger Cwa climate classification category. The correlation between soiling and environmental parameters was found to be highly dependent on the season. It may therefore not be possible to develop a simple, universal predictive relationship for soiling losses. The presented methodology is applicable to additional locations, even outside of the study area of India, to contribute to the understanding and mitigation of soiling.

Suggested Citation

  • Honey Brahma & Shraiya Pant & Leonardo Micheli & Greg P. Smestad & Nabin Sarmah, 2022. "Effect of Environmental Factors on Photovoltaic Soiling: Experimental and Statistical Analysis," Energies, MDPI, vol. 16(1), pages 1-22, December.
  • Handle: RePEc:gam:jeners:v:16:y:2022:i:1:p:45-:d:1009806
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/1996-1073/16/1/45/pdf
    Download Restriction: no

    File URL: https://www.mdpi.com/1996-1073/16/1/45/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. 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.
    2. Douglas Olivares & Pablo Ferrada & Jonathan Bijman & Sebastián Rodríguez & Mauricio Trigo-González & Aitor Marzo & Jorge Rabanal-Arabach & Joaquín Alonso-Montesinos & Francisco Javier Batlles & Edward, 2020. "Determination of the Soiling Impact on Photovoltaic Modules at the Coastal Area of the Atacama Desert," Energies, MDPI, vol. 13(15), pages 1-17, July.
    3. 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).
    4. 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.
    5. Laarabi, Bouchra & El Baqqal, Youssef & Dahrouch, Abdelouahed & Barhdadi, Abdelfettah, 2020. "Deep analysis of soiling effect on glass transmittance of PV modules in seven sites in Morocco," Energy, Elsevier, vol. 213(C).
    Full references (including those not matched with items on IDEAS)

    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. 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).
    3. Alkharusi, Tarik & Huang, Gan & Markides, Christos N., 2024. "Characterisation of soiling on glass surfaces and their impact on optical and solar photovoltaic performance," Renewable Energy, Elsevier, vol. 220(C).
    4. Wang, Yongjun & Ye, Xiaoyan & Xu, Hengtong & Zhuang, Jianhong & Chang, Siyuan & Feng, Zhanzu & Han, Xiaodong & Zhang, Xiaoqing & Zhao, Chengxuan & Wen, Tiancheng & Zong, Chao & Wang, Jin & Zhou, Chao , 2025. "Investigating the impact of lunar dust simulants deposition on the short-circuit current of a triple-junction GaInP/GaAs/Ge solar cell-based dust detector: a combined experimental and mathematical study," Renewable Energy, Elsevier, vol. 248(C).
    5. Chanchangi, Yusuf N. & Ghosh, Aritra & Micheli, Leonardo & Fernández, Eduardo F. & Sundaram, Senthilarasu & Mallick, Tapas K., 2022. "Soiling mapping through optical losses for Nigeria," Renewable Energy, Elsevier, vol. 197(C), pages 995-1008.
    6. 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).
    7. Gabriel López & Diego Ramírez & Joaquín Alonso-Montesinos & Juan Sarmiento & Jesús Polo & Nuria Martín-Chivelet & Aitor Marzo & Francisco Javier Batlles & Pablo Ferrada, 2021. "Design of a Low-Cost Multiplexer for the Study of the Impact of Soiling on PV Panel Performance," Energies, MDPI, vol. 14(14), pages 1-12, July.
    8. Fan, Siyuan & Wang, Yu & Cao, Shengxian & Sun, Tianyi & Liu, Peng, 2021. "A novel method for analyzing the effect of dust accumulation on energy efficiency loss in photovoltaic (PV) system," Energy, Elsevier, vol. 234(C).
    9. Mina Nezamisavojbolaghi & Erfan Davodian & Amal Bouich & Mouhaydine Tlemçani & Oumaima Mesbahi & Fernando M. Janeiro, 2023. "The Impact of Dust Deposition on PV Panels’ Efficiency and Mitigation Solutions: Review Article," Energies, MDPI, vol. 16(24), pages 1-19, December.
    10. Li, Xianli & Zhang, Xinya & Wang, Zhiyuan & Wang, Changfeng & Yao, Wanxiang & Xu, Xin & Zheng, Shaojuan, 2022. "Dust accumulation effect of glazing cover inner surface on the performance of transpired solar air collector," Renewable Energy, Elsevier, vol. 195(C), pages 648-656.
    11. Kaiss, El-Cheikh Amer & Hassan, Noha M., 2024. "Optimizing the cleaning frequency of solar photovoltaic (PV) systems using numerical analysis and empirical models," Renewable Energy, Elsevier, vol. 228(C).
    12. Ryyan Khan, M. & Didarul Islam, Mohammad & Sajjad, Redwan N., 2025. "Tilt and light-scattering dependent physics-based model for the temporal evolution of soiling loss of solar panels," Renewable Energy, Elsevier, vol. 246(C).
    13. Huang, Pengluan & Hu, Guoqiang & Zhao, Xiaodong & Lu, Luyi & Ding, Honggang & Li, Jianlan, 2022. "Effect of organics on the adhesion of dust to PV panel surfaces under condensation," Energy, Elsevier, vol. 261(PB).
    14. Enaganti, Prasanth K. & Bhattacharjee, Ankur & Ghosh, Aritra & Chanchangi, Yusuf N. & Chakraborty, Chanchal & Mallick, Tapas K. & Goel, Sanket, 2022. "Experimental investigations for dust build-up on low-iron glass exterior and its effects on the performance of solar PV systems," Energy, Elsevier, vol. 239(PC).
    15. Fan, Siyuan & Wang, Xiao & Wang, Zun & Sun, Bo & Zhang, Zhenhai & Cao, Shengxian & Zhao, Bo & Wang, Yu, 2022. "A novel image enhancement algorithm to determine the dust level on photovoltaic (PV) panels," Renewable Energy, Elsevier, vol. 201(P1), pages 172-180.
    16. Alin Diniță & Cosmina-Mihaela Rosca & Adrian Stancu & Catalin Popescu, 2025. "Distributed IoT-Based Predictive Maintenance Framework for Solar Panels Using Cloud Machine Learning in Industry 4.0," Sustainability, MDPI, vol. 17(21), pages 1-24, October.
    17. Chiteka, Kudzanayi & Arora, Rajesh & Sridhara, S.N. & Enweremadu, C.C., 2021. "Influence of irradiance incidence angle and installation configuration on the deposition of dust and dust-shading of a photovoltaic array," Energy, Elsevier, vol. 216(C).
    18. Lucia Cattani & Paolo Cattani & Anna Magrini, 2021. "Photovoltaic Cleaning Optimization: A Simplified Theoretical Approach for Air to Water Generator (AWG) System Employment," Energies, MDPI, vol. 14(14), pages 1-17, July.
    19. Raj Kumar Saini & Devender Kumar Saini & Rajeev Gupta & Piush Verma & RP Dwivedi & Ashwani Kumar & Diksha Chauhan & Sushil Kumar, 2023. "Effects of dust on the performance of solar panels – a review update from 2015–2020," Energy & Environment, , vol. 34(6), pages 2110-2162, September.
    20. Abdulla, Hind & Sleptchenko, Andrei & Nayfeh, Ammar, 2024. "Photovoltaic systems operation and maintenance: A review and future directions," Renewable and Sustainable Energy Reviews, Elsevier, vol. 195(C).

    More about this item

    Keywords

    ;
    ;
    ;
    ;
    ;
    ;

    Statistics

    Access and download statistics

    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:gam:jeners:v:16:y:2022:i:1:p:45-:d:1009806. 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: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .

    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.