IDEAS home Printed from https://ideas.repec.org/a/eee/renene/v250y2025ics0960148125010298.html

Assessment methodology for photovoltaic power generation based on multiple random factors of dust deposition

Author

Listed:
  • Hu, Shan
  • Liu, Yan
  • Liu, Weidong
  • Wen, Hailang
  • Lan, Junjie

Abstract

Photovoltaic (PV) modules have dust deposition due to the service in outdoor environment. To assess PV power generation, the prediction results of dust deposition shall be taken as the basis. However, the dust deposition process is a dynamic process with randomness due to the influence of many uncertainties. The existing research is based on the dust deposition prediction of deterministic influence factors, thereby making the PV power generation assessment research based on the dust deposition prediction results lack a solid foundation. In order to assess PV power generation more accurately, this study first describes the randomness of influencing factors. Secondly, a method of randomly selecting deposition criterion based on influence factors is proposed. Thirdly, considering the dynamic updating mechanism of dust collision probability of natural rainfall cleaning effect, the PV power generation assessment model based on the stochastic process of dust deposition is established. Finally, the influence of randomness factors on dust deposition is numerically simulated. The standard deviation of the relative error in power generation was reduced by 50 % compared to other methods, which verifies the correctness and validity of the proposed method. The relevant research results promote the sustainable development of PV energy.

Suggested Citation

  • Hu, Shan & Liu, Yan & Liu, Weidong & Wen, Hailang & Lan, Junjie, 2025. "Assessment methodology for photovoltaic power generation based on multiple random factors of dust deposition," Renewable Energy, Elsevier, vol. 250(C).
  • Handle: RePEc:eee:renene:v:250:y:2025:i:c:s0960148125010298
    DOI: 10.1016/j.renene.2025.123367
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0960148125010298
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.renene.2025.123367?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

    for a different version of it.

    References listed on IDEAS

    as
    1. Zhao, Weiping & Lv, Yukun & Zhou, Qingwen & Yan, Weiping, 2021. "Collision-adhesion mechanism of particles and dust deposition simulation on solar PV modules," Renewable Energy, Elsevier, vol. 176(C), pages 169-182.
    2. 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.
    3. 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).
    4. 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.
    5. Klugmann-Radziemska, Ewa, 2015. "Degradation of electrical performance of a crystalline photovoltaic module due to dust deposition in northern Poland," Renewable Energy, Elsevier, vol. 78(C), pages 418-426.
    6. Yu Jiang & Lin Lu, 2016. "Experimentally Investigating the Effect of Temperature Differences in the Particle Deposition Process on Solar Photovoltaic (PV) Modules," Sustainability, MDPI, vol. 8(11), pages 1-9, October.
    7. Chen, Jinxin & Pan, Guobing & Ouyang, Jing & Ma, Jin & Fu, Lei & Zhang, Libin, 2020. "Study on impacts of dust accumulation and rainfall on PV power reduction in East China," Energy, Elsevier, vol. 194(C).
    8. Prasad, Abhnil Amtesh & Nishant, Nidhi & Kay, Merlinde, 2022. "Dust cycle and soiling issues affecting solar energy reductions in Australia using multiple datasets," Applied Energy, Elsevier, vol. 310(C).
    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. Li, Rui & Jia, Zijiao & Sun, Xiaohua & Li, Jinping & Zhai, Panpan & Novakovic, Vojislav, 2025. "Performance analysis of different flow rates and dust accumulation in micro heat pipe PV/T series system," Renewable Energy, Elsevier, vol. 241(C).
    11. Warsama, Aziza Idriss & Selimli, Selcuk, 2024. "Effect of dust deposition density and particle size on the energetic and exergetic performance of photovoltaic modules: An experimental study," Renewable Energy, Elsevier, vol. 226(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. Qi, Jiacheng & Dong, Qichang & Song, Ye & Zhao, Xiaoqing & Shi, Long, 2025. "Combining dust scaling behaviors of PV panels and water cleaning methods," Renewable and Sustainable Energy Reviews, Elsevier, vol. 212(C).
    2. 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).
    3. Carmen Otilia Rusănescu & Marin Rusănescu & Irina Aura Istrate & Gabriel Alexandru Constantin & Mihaela Begea, 2023. "The Effect of Dust Deposition on the Performance of Photovoltaic Panels," Energies, MDPI, vol. 16(19), pages 1-20, September.
    4. 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).
    5. 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).
    6. Gowtham Vedulla & Anbazhagan Geetha & Ramalingam Senthil, 2022. "Review of Strategies to Mitigate Dust Deposition on Solar Photovoltaic Systems," Energies, MDPI, vol. 16(1), pages 1-28, December.
    7. Parsay, Alireza & Gandomzadeh, Mahdi & Yaghoubi, Ali Akbar & Hoorsun, Arman & Gholami, Aslan & Zandi, Majid & Gavagsaz-ghoachani, Roghayeh & Kazem, Hussein A., 2025. "Enhancing photovoltaic efficiency: An in-depth systematic review and critical analysis of dust monitoring, mitigation, and cleaning techniques," Applied Energy, Elsevier, vol. 388(C).
    8. Lv, Ruidong & Zha, Xudong & Hu, Hengwu & Lei, Bingbing & Niu, Chao, 2025. "A review on the influencing factors of solar pavement power generation efficiency," Applied Energy, Elsevier, vol. 379(C).
    9. 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.
    10. Zhao, Weiping & Lv, Yukun & Zhou, Qingwen & Yan, Weiping, 2021. "Investigation on particle deposition criterion and dust accumulation impact on solar PV module performance," Energy, Elsevier, vol. 233(C).
    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. Zhao, Wenjun & Han, Zunshi & Wu, Yupeng & Lu, Hao, 2025. "Numerical simulation of dust deposition influences on building integrated photovoltaic array," Renewable Energy, Elsevier, vol. 250(C).
    13. Malhis, Shatha & Shadid, Reem & Al-Alawi, Mohammed & Ahmed, Abdullahi & Farr, Eric & Piroozfar, Poorang, 2026. "Data-driven cleaning optimisation strategy for multi-technology PV systems in the higher education sector in arid climate: A case study perspective in MENA region," Renewable Energy, Elsevier, vol. 257(C).
    14. 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).
    15. Yao, Wanxiang & Xu, Ai & Kong, Xiangru & Wang, Yan & Li, Xianli & Gao, Weijun, 2024. "Analysis of dust deposition law at the micro level and its impact on the annual performance of photovoltaic modules," Energy, Elsevier, vol. 306(C).
    16. Aritra Ghosh, 2020. "Soiling Losses: A Barrier for India’s Energy Security Dependency from Photovoltaic Power," Challenges, MDPI, vol. 11(1), pages 1-22, May.
    17. Radonjić, Ivana & Petronijević, Milutin P. & Dimitrijević, Marko A. & Minetti, Manuela & Procopio, Renato, 2025. "Effects of fly ash pollution on urban photovoltaic microgrid operation," Renewable Energy, Elsevier, vol. 253(C).
    18. 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).
    19. Gao, Xifeng & Li, Yichu & Liu, Mengmeng & Lian, Jijian & Ma, Qian & Zhang, Ju & Wu, Sheng & Cui, Yiming, 2025. "An exploratory framework for analyzing the impact of salt deposition on offshore photovoltaic system," Renewable Energy, Elsevier, vol. 242(C).
    20. Fan, Siyuan & Wang, Xiao & Cao, Shengxian & Wang, Yu & Zhang, Yanhui & Liu, Bingzheng, 2022. "A novel model to determine the relationship between dust concentration and energy conversion efficiency of photovoltaic (PV) panels," Energy, Elsevier, vol. 252(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:eee:renene:v:250:y:2025:i:c:s0960148125010298. 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.journals.elsevier.com/renewable-energy .

    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.