IDEAS home Printed from https://ideas.repec.org/a/eee/energy/v234y2021ics0360544221013608.html
   My bibliography  Save this article

A novel method for analyzing the effect of dust accumulation on energy efficiency loss in photovoltaic (PV) system

Author

Listed:
  • Fan, Siyuan
  • Wang, Yu
  • Cao, Shengxian
  • Sun, Tianyi
  • Liu, Peng

Abstract

A novel analysis method for energy efficiency loss is proposed in this paper, which is used to evaluate the effect of dust accumulation in PV system, quantitatively. Considering the nonlinear power generation characteristic of PV panels at low irradiance (below 200–300 W/m2), the coupling model of dust concentration and photoelectric conversion efficiency (DC-PCE) is established. To determine the selection range of unknown parameters (saturation irradiance, influence coefficient of dust accumulation) in the model, a PV power generation experiment with six representative dust pollutants (ash, laterite, stone dust, sandy, coal powder and cement) is designed. According to experimental fitting data, the saturation irradiance and corresponding standard deviation of influence coefficient for the six pollutants are given. Eventually, the effectiveness of the model is verified by using ash in natural conditions. Results show that the proposed model has excellent generalization ability and the accuracy is 83.12%. It offers a simple and reliable tool for evaluating the degree of dust accumulation on site.

Suggested Citation

  • 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).
    • Handle: RePEc:eee:energy:v:234:y:2021:i:c:s0360544221013608
    DOI: 10.1016/j.energy.2021.121112
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0360544221013608
    Download Restriction: Full text for ScienceDirect subscribers only
    File URL: https://libkey.io/10.1016/j.energy.2021.121112?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. Kaldellis, J.K. & Fragos, P. & Kapsali, M., 2011. "Systematic experimental study of the pollution deposition impact on the energy yield of photovoltaic installations," Renewable Energy, Elsevier, vol. 36(10), pages 2717-2724.
    2. Zarei, Tahereh & Abdolzadeh, Morteza, 2016. "Optical and thermal modeling of a tilted photovoltaic module with sand particles settled on its front surface," Energy, Elsevier, vol. 95(C), pages 51-66.
    3. 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.
    4. 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.
    5. 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).
    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. Picotti, G. & Borghesani, P. & Cholette, M.E. & Manzolini, G., 2018. "Soiling of solar collectors – Modelling approaches for airborne dust and its interactions with surfaces," Renewable and Sustainable Energy Reviews, Elsevier, vol. 81(P2), pages 2343-2357.
    8. Darwish, Zeki Ahmed & Kazem, Hussein A. & Sopian, K. & Al-Goul, M.A. & Alawadhi, Hussain, 2015. "Effect of dust pollutant type on photovoltaic performance," Renewable and Sustainable Energy Reviews, Elsevier, vol. 41(C), pages 735-744.
    9. 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.
    10. Beattie, Neil S. & Moir, Robert S. & Chacko, Charlslee & Buffoni, Giorgio & Roberts, Simon H. & Pearsall, Nicola M., 2012. "Understanding the effects of sand and dust accumulation on photovoltaic modules," Renewable Energy, Elsevier, vol. 48(C), pages 448-452.
    11. Mani, Monto & Pillai, Rohit, 2010. "Impact of dust on solar photovoltaic (PV) performance: Research status, challenges and recommendations," Renewable and Sustainable Energy Reviews, Elsevier, vol. 14(9), pages 3124-3131, December.
    12. 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.
    13. 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).
    14. 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.
    15. 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)

    Citations

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


    Cited by:

    1. Bernardo Gonçalves & João F. P. Fernandes & João Paulo N. Torres & Ricardo A. Marques Lameirinhas, 2023. "Experimental Investigation and Modelling of Sediments Effect on the Performance of Cadmium Telluride Photovoltaic Panels," Energies, MDPI, vol. 16(12), pages 1-17, June.
    2. 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).
    3. Shen, Yu & He, Zengxiang & Xu, Zhen & Wang, Yiye & Li, Chenxi & Zhang, Jinxia & Zhang, Kanjian & Wei, Haikun, 2022. "Modeling of photovoltaic modules under common shading conditions," Energy, Elsevier, vol. 256(C).
    4. Lin, Xueshan & Huang, Tao & Bompard, Ettore & Wang, Beibei & Zheng, Yaxian, 2023. "Ex-ante market power evaluation and mitigation in day-ahead electricity market considering market maturity levels," Energy, Elsevier, vol. 278(C).
    5. Cao, Yan & Dhahad, Hayder A. & Alsharif, Sameer & Sharma, Kamal & El.Shafy, Asem Saleh & Farhang, Babak & Mohammed, Adil Hussein, 2022. "Multi-objective optimizations and exergoeconomic analyses of a high-efficient bi-evaporator multigeneration system with freshwater unit," Renewable Energy, Elsevier, vol. 191(C), pages 699-714.
    6. Shing-Lih Wu & Hung-Cheng Chen & Kai-Jun Peng, 2023. "Quantification of Dust Accumulation on Solar Panels Using the Contact-Characteristics-Based Discrete Element Method," Energies, MDPI, vol. 16(6), pages 1-15, March.
    7. Tingting Cai & Dongmin Yu & Huanan Liu & Fengkai Gao, 2022. "RETRACTED: Computational Analysis of Variational Inequalities Using Mean Extra-Gradient Approach," Mathematics, MDPI, vol. 10(13), pages 1-14, July.
    8. Cao, Yan & A. Dhahad, Hayder & Alsharif, Sameer & El-Shorbagy, M.A. & Sharma, Kamal & E. Anqi, Ali & Rashidi, Shima & A. Shamseldin, Mohamed & Shafay, Amel S., 2022. "Predication of the sensitivity of a novel daily triple-periodic solar-based electricity/hydrogen cogeneration system with storage units: Dual parametric analysis and NSGA-II optimization," Renewable Energy, Elsevier, vol. 192(C), pages 340-360.
    9. Karthikeyan Velmurugan & Rajvikram Madurai Elavarasan & Pham Van De & Vaithinathan Karthikeyan & Tulja Bhavani Korukonda & Joshuva Arockia Dhanraj & Kanchanok Emsaeng & Md. Shahariar Chowdhury & Kuaan, 2022. "A Review of Heat Batteries Based PV Module Cooling—Case Studies on Performance Enhancement of Large-Scale Solar PV System," Sustainability, MDPI, vol. 14(4), pages 1-65, February.
    10. Fengkai Gao & Dongmin Yu & Qiang Sheng, 2022. "Analytical Treatment of Unsteady Fluid Flow of Nonhomogeneous Nanofluids among Two Infinite Parallel Surfaces: Collocation Method-Based Study," Mathematics, MDPI, vol. 10(9), pages 1-13, May.
    11. Ding, Kun & Chen, Xiang & Jiang, Meng & Yang, Hang & Chen, Xihui & Zhang, Jingwei & Gao, Ruiguang & Cui, Liu, 2024. "Feature extraction and fault diagnosis of photovoltaic array based on current–voltage conversion," Applied Energy, Elsevier, vol. 353(PB).
    12. 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.
    13. Dongmin Yu & Rijun Wang, 2022. "An Optimal Investigation of Convective Fluid Flow Suspended by Carbon Nanotubes and Thermal Radiation Impact," Mathematics, MDPI, vol. 10(9), pages 1-15, May.
    14. Fan, Siyuan & Wang, Yu & Cao, Shengxian & Zhao, Bo & Sun, Tianyi & Liu, Peng, 2022. "A deep residual neural network identification method for uneven dust accumulation on photovoltaic (PV) panels," Energy, Elsevier, vol. 239(PD).
    15. Zhou, Zongming & Cao, Yan & Anqi, Ali E. & Zoghi, Mohammad & Habibi, Hamed & Rajhi, Ali A. & Alamri, Sagr, 2022. "Converting a geothermal-driven steam flash cycle into a high-performance polygeneration system by waste heat recovery: 3E analysis and Genetic-Fgoalattain optimization," Renewable Energy, Elsevier, vol. 186(C), pages 609-627.
    16. Li, Jiaojiao & Zoghi, Mohammad & Zhao, Linfeng, 2022. "Thermo-economic assessment and optimization of a geothermal-driven tri-generation system for power, cooling, and hydrogen production," Energy, Elsevier, vol. 244(PB).
    17. 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).
    18. Arturo Y. Jaen-Cuellar & David A. Elvira-Ortiz & Roque A. Osornio-Rios & Jose A. Antonino-Daviu, 2022. "Advances in Fault Condition Monitoring for Solar Photovoltaic and Wind Turbine Energy Generation: A Review," Energies, MDPI, vol. 15(15), pages 1-36, July.

    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. 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).
    3. 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.
    4. 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.
    5. 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).
    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. Guan, Yanling & Zhang, Hao & Xiao, Bin & Zhou, Zhi & Yan, Xuzhou, 2017. "In-situ investigation of the effect of dust deposition on the performance of polycrystalline silicon photovoltaic modules," Renewable Energy, Elsevier, vol. 101(C), pages 1273-1284.
    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. 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).
    10. Sun, Ke & Lu, Lin & Jiang, Yu & Wang, Yuanhao & Zhou, Kun & He, Zhu, 2018. "Integrated effects of PM2.5 deposition, module surface conditions and nanocoatings on solar PV surface glass transmittance," Renewable and Sustainable Energy Reviews, Elsevier, vol. 82(P3), pages 4107-4120.
    11. Zaihidee, Fardila Mohd & Mekhilef, Saad & Seyedmahmoudian, Mehdi & Horan, Ben, 2016. "Dust as an unalterable deteriorative factor affecting PV panel's efficiency: Why and how," Renewable and Sustainable Energy Reviews, Elsevier, vol. 65(C), pages 1267-1278.
    12. 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.
    13. Darwish, Zeki Ahmed & Kazem, Hussein A. & Sopian, K. & Al-Goul, M.A. & Alawadhi, Hussain, 2015. "Effect of dust pollutant type on photovoltaic performance," Renewable and Sustainable Energy Reviews, Elsevier, vol. 41(C), pages 735-744.
    14. Yao, Wanxiang & Han, Xiao & Huang, Yu & Zheng, Zhimiao & Wang, Yan & Wang, Xiao, 2022. "Analysis of the influencing factors of the dust on the surface of photovoltaic panels and its weakening law to solar radiation — A case study of Tianjin," Energy, Elsevier, vol. 256(C).
    15. 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.
    16. 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).
    17. Fan, Siyuan & Wang, Yu & Cao, Shengxian & Zhao, Bo & Sun, Tianyi & Liu, Peng, 2022. "A deep residual neural network identification method for uneven dust accumulation on photovoltaic (PV) panels," Energy, Elsevier, vol. 239(PD).
    18. 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).
    19. 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.
    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).

    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:energy:v:234:y:2021:i:c:s0360544221013608. 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/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.