IDEAS home Printed from https://ideas.repec.org/a/eee/appene/v298y2021ics030626192100667x.html
   My bibliography  Save this article

Air pollution and soiling implications for solar photovoltaic power generation: A comprehensive review

Author

Listed:
  • Song, Zhe
  • Liu, Jia
  • Yang, Hongxing

Abstract

Solar photovoltaic (PV) is a promising and highly cost-competitive technology for sustainable power supply, enjoying a continuous global installation growth supported by the encouraging policies and commercial markets. However, air pollution and soiling of PV modules prevail worldwide, potentially casting a shadow on solar PV power generation. This study presents a comprehensive review of the documented impact of air pollution and PV soiling on solar resources and techno-economic performances of PV systems. Both air pollution attenuation and soiling could significantly reduce the solar PV power generation globally, and soiling losses contribute to most of the total power reduction in most regions except in high-polluted areas. In addition, considering the natural soiling processes, the influencing parameters of soiling such as environmental and configurational factors and their correlation to dust deposition on PV surface are discussed. Furthermore, this study introduces the impact of air pollution elimination on surface solar radiation and solar PV power generation. Given the current novel coronavirus disease 2019 (COVID-19) pandemic, studies related to its effects on the solar PV sector are discussed in the present review. The reported soiling mitigation approaches and technologies are systematically compared. Finally, the current research challenges are stated, and suggestions for future works in improving the penetration of solar PV applications are provided to help promote solar power generation towards carbon neutrality all over the world.

Suggested Citation

  • 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).
    • Handle: RePEc:eee:appene:v:298:y:2021:i:c:s030626192100667x
    DOI: 10.1016/j.apenergy.2021.117247
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S030626192100667X
    Download Restriction: Full text for ScienceDirect subscribers only
    File URL: https://libkey.io/10.1016/j.apenergy.2021.117247?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. Del Hoyo, Mirko & Rondanelli, Roberto & Escobar, Rodrigo, 2020. "Significant decrease of photovoltaic power production by aerosols. The case of Santiago de Chile," Renewable Energy, Elsevier, vol. 148(C), pages 1137-1149.
    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. Zeki Ahmed Darwish & Hussein A. Kazem & K. Sopian & M. A. Alghoul & Hussain Alawadhi, 2018. "Experimental investigation of dust pollutants and the impact of environmental parameters on PV performance: an experimental study," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 20(1), pages 155-174, February.
    4. Gaetani, Marco & Huld, Thomas & Vignati, Elisabetta & Monforti-Ferrario, Fabio & Dosio, Alessandro & Raes, Frank, 2014. "The near future availability of photovoltaic energy in Europe and Africa in climate-aerosol modeling experiments," Renewable and Sustainable Energy Reviews, Elsevier, vol. 38(C), pages 706-716.
    5. 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.
    6. Kim, Ik-Pyo & Hwang, Ha Sung & Jung, Jin-Woo, 2018. "Conflict cause analysis between stakeholders in a utility-scale PV plant and its policy improvement methods in Korea," Energy Policy, Elsevier, vol. 121(C), pages 452-463.
    7. Li, Wei & Younger, Paul L. & Cheng, Yuanping & Zhang, Baoyong & Zhou, Hongxing & Liu, Qingquan & Dai, Tao & Kong, Shengli & Jin, Kan & Yang, Quanlin, 2015. "Addressing the CO2 emissions of the world's largest coal producer and consumer: Lessons from the Haishiwan Coalfield, China," Energy, Elsevier, vol. 80(C), pages 400-413.
    8. 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.
    9. Lobaccaro, G. & Croce, S. & Lindkvist, C. & Munari Probst, M.C. & Scognamiglio, A. & Dahlberg, J. & Lundgren, M. & Wall, M., 2019. "A cross-country perspective on solar energy in urban planning: Lessons learned from international case studies," Renewable and Sustainable Energy Reviews, Elsevier, vol. 108(C), pages 209-237.
    10. López Prol, Javier & O, Sungmin, 2020. "Impact of COVID-19 measures on electricity consumption," MPRA Paper 101649, University Library of Munich, Germany.
    11. 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.
    12. Yan, Hu & Yuanhao, Wang & Hongxing, Yang, 2017. "TEOS/silane coupling agent composed double layers structure: A novel super-hydrophilic coating with controllable water contact angle value," Applied Energy, Elsevier, vol. 185(P2), pages 2209-2216.
    13. 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.
    14. Chen, Han & Chen, Wenying, 2019. "Potential impact of shifting coal to gas and electricity for building sectors in 28 major northern cities of China," Applied Energy, Elsevier, vol. 236(C), pages 1049-1061.
    15. Sufang Zhang, . "Analysis of Distributed Solar Photovoltaic (DSPV) Power Policy in China," Chapters, in: Shigeru Kimura & Youngho Chang & Yanfei Li (ed.), Financing Renewable Energy Development in East Asia Summit Countries A Primer of Effective Policy Instruments, chapter 5, pages 137-159, Economic Research Institute for ASEAN and East Asia (ERIA).
    16. Zhong, Hong & Hu, Yan & Wang, Yuanhao & Yang, Hongxing, 2017. "TiO2/silane coupling agent composed of two layers structure: A super-hydrophilic self-cleaning coating applied in PV panels," Applied Energy, Elsevier, vol. 204(C), pages 932-938.
    17. Ma, Tao & Yang, Hongxing & Lu, Lin, 2014. "Solar photovoltaic system modeling and performance prediction," Renewable and Sustainable Energy Reviews, Elsevier, vol. 36(C), pages 304-315.
    18. Guojun He & Yuhang Pan & Takanao Tanaka, 2020. "The short-term impacts of COVID-19 lockdown on urban air pollution in China," Nature Sustainability, Nature, vol. 3(12), pages 1005-1011, December.
    19. Tong, Zheming & Chen, Yujiao & Malkawi, Ali & Liu, Zhu & Freeman, Richard B., 2016. "Energy saving potential of natural ventilation in China: The impact of ambient air pollution," Applied Energy, Elsevier, vol. 179(C), pages 660-668.
    20. 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.
    21. Wang, Meng & Peng, Jinqing & Luo, Yimo & Shen, Zhicheng & Yang, Hongxing, 2021. "Comparison of different simplistic prediction models for forecasting PV power output: Assessment with experimental measurements," Energy, Elsevier, vol. 224(C).
    22. Kaldellis, J.K. & Kokala, A., 2010. "Quantifying the decrease of the photovoltaic panels’ energy yield due to phenomena of natural air pollution disposal," Energy, Elsevier, vol. 35(12), pages 4862-4869.
    23. Conceição, Ricardo & Vázquez, Iñigo & Fialho, Luis & García, Daniel, 2020. "Soiling and rainfall effect on PV technology in rural Southern Europe," Renewable Energy, Elsevier, vol. 156(C), pages 743-747.
    24. Liu, Jia & Cao, Sunliang & Chen, Xi & Yang, Hongxing & Peng, Jinqing, 2021. "Energy planning of renewable applications in high-rise residential buildings integrating battery and hydrogen vehicle storage," Applied Energy, Elsevier, vol. 281(C).
    25. 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.
    26. 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.
    27. Chen, Yujiao & Malkawi, Ali & Liu, Zhu & Freeman, Richard Barry & Tong, Zheming, 2016. "Energy Saving Potential of Natural Ventilation in China: The Impact of Ambient Air Pollution," Scholarly Articles 27733689, Harvard University Department of Economics.
    28. Zhang, Dahai & Wang, Jiaqi & Lin, Yonggang & Si, Yulin & Huang, Can & Yang, Jing & Huang, Bin & Li, Wei, 2017. "Present situation and future prospect of renewable energy in China," Renewable and Sustainable Energy Reviews, Elsevier, vol. 76(C), pages 865-871.
    29. Liu, Jia & Chen, Xi & Yang, Hongxing & Li, Yutong, 2020. "Energy storage and management system design optimization for a photovoltaic integrated low-energy building," Energy, Elsevier, vol. 190(C).
    30. Zhang, Haoran & Yan, Jinyue & Yu, Qing & Obersteiner, Michael & Li, Wenjing & Chen, Jinyu & Zhang, Qiong & Jiang, Mingkun & Wallin, Fredrik & Song, Xuan & Wu, Jiang & Wang, Xin & Shibasaki, Ryosuke, 2021. "1.6 Million transactions replicate distributed PV market slowdown by COVID-19 lockdown," Applied Energy, Elsevier, vol. 283(C).
    31. Peinado Gonzalo, Alfredo & Pliego Marugán, Alberto & García Márquez, Fausto Pedro, 2019. "A review of the application performances of concentrated solar power systems," Applied Energy, Elsevier, vol. 255(C).
    32. Zhang, Sufang, 2016. "Analysis of DSPV (distributed solar PV) power policy in China," Energy, Elsevier, vol. 98(C), pages 92-100.
    33. Mohajeri, Nahid & Perera, A.T.D. & Coccolo, Silvia & Mosca, Lucas & Le Guen, Morgane & Scartezzini, Jean-Louis, 2019. "Integrating urban form and distributed energy systems: Assessment of sustainable development scenarios for a Swiss village to 2050," Renewable Energy, Elsevier, vol. 143(C), pages 810-826.
    34. Pan He & Jing Liang & Yueming (Lucy) Qiu & Qingran Li & Bo Xing, 2020. "Increase in domestic electricity consumption from particulate air pollution," Nature Energy, Nature, vol. 5(12), pages 985-995, December.
    35. Bart Sweerts & Stefan Pfenninger & Su Yang & Doris Folini & Bob Zwaan & Martin Wild, 2019. "Author Correction: Estimation of losses in solar energy production from air pollution in China since 1960 using surface radiation data," Nature Energy, Nature, vol. 4(8), pages 718-718, August.
    36. 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.
    37. He, Gang & Kammen, Daniel M., 2016. "Where, when and how much solar is available? A provincial-scale solar resource assessment for China," Renewable Energy, Elsevier, vol. 85(C), pages 74-82.
    38. Wang, Junfeng & Xu, Xiaoya & Wang, Shimeng & He, Shutong & He, Pan, 2021. "Heterogeneous effects of COVID-19 lockdown measures on air quality in Northern China," Applied Energy, Elsevier, vol. 282(PA).
    39. Ding, H. & Zhou, D.Q. & Liu, G.Q. & Zhou, P., 2020. "Cost reduction or electricity penetration: Government R&D-induced PV development and future policy schemes," Renewable and Sustainable Energy Reviews, Elsevier, vol. 124(C).
    40. 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.
    41. Ullah, Asad & Amin, Amir & Haider, Turab & Saleem, Murtaza & Butt, Nauman Zafar, 2020. "Investigation of soiling effects, dust chemistry and optimum cleaning schedule for PV modules in Lahore, Pakistan," Renewable Energy, Elsevier, vol. 150(C), pages 456-468.
    42. 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).
    43. Khalil, Samy A. & Shaffie, A.M., 2016. "Attenuation of the solar energy by aerosol particles: A review and case study," Renewable and Sustainable Energy Reviews, Elsevier, vol. 54(C), pages 363-375.
    44. 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.
    45. 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.
    46. 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.
    47. Inês, Campos & Guilherme, Pontes Luz & Esther, Marín-González & Swantje, Gährs & Stephen, Hall & Lars, Holstenkamp, 2020. "Regulatory challenges and opportunities for collective renewable energy prosumers in the EU," Energy Policy, Elsevier, vol. 138(C).
    48. Bart Sweerts & Stefan Pfenninger & Su Yang & Doris Folini & Bob Zwaan & Martin Wild, 2019. "Estimation of losses in solar energy production from air pollution in China since 1960 using surface radiation data," Nature Energy, Nature, vol. 4(8), pages 657-663, August.
    49. He, Chao & Yang, Lu & Cai, Bofeng & Ruan, Qingyuan & Hong, Song & Wang, Zhen, 2021. "Impacts of the COVID-19 event on the NOx emissions of key polluting enterprises in China," Applied Energy, Elsevier, vol. 281(C).
    50. Shahsavari, Amir & Akbari, Morteza, 2018. "Potential of solar energy in developing countries for reducing energy-related emissions," Renewable and Sustainable Energy Reviews, Elsevier, vol. 90(C), pages 275-291.
    51. Shukla, Akash Kumar & Sudhakar, K. & Baredar, Prashant & Mamat, Rizalman, 2018. "Solar PV and BIPV system: Barrier, challenges and policy recommendation in India," Renewable and Sustainable Energy Reviews, Elsevier, vol. 82(P3), pages 3314-3322.
    52. Rouleau, Jean & Gosselin, Louis, 2021. "Impacts of the COVID-19 lockdown on energy consumption in a Canadian social housing building," Applied Energy, Elsevier, vol. 287(C).
    53. Madurai Elavarasan, Rajvikram & Pugazhendhi, Rishi & Jamal, Taskin & Dyduch, Joanna & Arif, M.T. & Manoj Kumar, Nallapaneni & Shafiullah, GM & Chopra, Shauhrat S. & Nadarajah, Mithulananthan, 2021. "Envisioning the UN Sustainable Development Goals (SDGs) through the lens of energy sustainability (SDG 7) in the post-COVID-19 world," Applied Energy, Elsevier, vol. 292(C).
    54. Maghami, Mohammad Reza & Hizam, Hashim & Gomes, Chandima & Radzi, Mohd Amran & Rezadad, Mohammad Ismael & Hajighorbani, Shahrooz, 2016. "Power loss due to soiling on solar panel: A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 59(C), pages 1307-1316.
    55. 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.
    56. 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.
    57. Escobar, Rodrigo A. & Cortés, Cristián & Pino, Alan & Pereira, Enio Bueno & Martins, Fernando Ramos & Cardemil, José Miguel, 2014. "Solar energy resource assessment in Chile: Satellite estimation and ground station measurements," Renewable Energy, Elsevier, vol. 71(C), pages 324-332.
    58. Nobre, André M. & Karthik, Shravan & Liu, Haohui & Yang, Dazhi & Martins, Fernando R. & Pereira, Enio B. & Rüther, Ricardo & Reindl, Thomas & Peters, Ian Marius, 2016. "On the impact of haze on the yield of photovoltaic systems in Singapore," Renewable Energy, Elsevier, vol. 89(C), pages 389-400.
    59. Wang, Chengdong & Wang, Yutao & Tong, Xin & Ulgiati, Sergio & Liang, Sai & Xu, Ming & Wei, Wendong & Li, Xiao & Jin, Mingzhou & Mao, Jiafu, 2020. "Mapping potentials and bridging regional gaps of renewable resources in China," Renewable and Sustainable Energy Reviews, Elsevier, vol. 134(C).
    60. Eltbaakh, Yousef A. & Ruslan, M.H. & Alghoul, M.A. & Othman, M.Y. & Sopian, K. & Razykov, T.M., 2012. "Solar attenuation by aerosols: An overview," Renewable and Sustainable Energy Reviews, Elsevier, vol. 16(6), pages 4264-4276.
    61. 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.
    62. Heydarabadi, Hoda & Abdolzadeh, Morteza & Lari, Khosro, 2017. "Simulation of airflow and particle deposition settled over a tilted Photovoltaic module," Energy, Elsevier, vol. 139(C), pages 1016-1029.
    63. Yu, Shiwei & Zheng, Yali & Li, Longxi, 2019. "A comprehensive evaluation of the development and utilization of China's regional renewable energy," Energy Policy, Elsevier, vol. 127(C), pages 73-86.
    64. 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.
    65. 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).
    66. Panwar, N.L. & Kaushik, S.C. & Kothari, Surendra, 2011. "Role of renewable energy sources in environmental protection: A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 15(3), pages 1513-1524, April.
    67. Huo, Hong & Lei, Yu & Zhang, Qiang & Zhao, Lijian & He, Kebin, 2012. "China's coke industry: Recent policies, technology shift, and implication for energy and the environment," Energy Policy, Elsevier, vol. 51(C), pages 397-404.
    68. 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.
    69. Sui, Yi & Zhang, Haoran & Shang, Wenlong & Sun, Rencheng & Wang, Changying & Ji, Jun & Song, Xuan & Shao, Fengjing, 2020. "Mining urban sustainable performance: Spatio-temporal emission potential changes of urban transit buses in post-COVID-19 future," Applied Energy, Elsevier, vol. 280(C).
    70. Bale, Catherine S.E. & Varga, Liz & Foxon, Timothy J., 2015. "Energy and complexity: New ways forward," Applied Energy, Elsevier, vol. 138(C), pages 150-159.
    71. 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).
    72. Werth, Annette & Gravino, Pietro & Prevedello, Giulio, 2021. "Impact analysis of COVID-19 responses on energy grid dynamics in Europe," Applied Energy, Elsevier, vol. 281(C).
    73. Sonia Jerez & Isabelle Tobin & Robert Vautard & Juan Pedro Montávez & Jose María López-Romero & Françoise Thais & Blanka Bartok & Ole Bøssing Christensen & Augustin Colette & Michel Déqué & Grigory Ni, 2015. "The impact of climate change on photovoltaic power generation in Europe," Nature Communications, Nature, vol. 6(1), pages 1-8, December.
    74. Jiang, Peng & Fan, Yee Van & Klemeš, Jiří Jaromír, 2021. "Impacts of COVID-19 on energy demand and consumption: Challenges, lessons and emerging opportunities," Applied Energy, Elsevier, vol. 285(C).
    75. 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.
    76. Gómez-Amo, J.L. & Freile-Aranda, M.D. & Camarasa, J. & Estellés, V. & Utrillas, M.P. & Martínez-Lozano, J.A., 2019. "Empirical estimates of the radiative impact of an unusually extreme dust and wildfire episode on the performance of a photovoltaic plant in Western Mediterranean," Applied Energy, Elsevier, vol. 235(C), pages 1226-1234.
    77. Felix Creutzig & Peter Agoston & Jan Christoph Goldschmidt & Gunnar Luderer & Gregory Nemet & Robert C. Pietzcker, 2017. "The underestimated potential of solar energy to mitigate climate change," Nature Energy, Nature, vol. 2(9), pages 1-9, September.
    78. 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.
    79. Kannan, Nadarajah & Vakeesan, Divagar, 2016. "Solar energy for future world: - A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 62(C), pages 1092-1105.
    80. Ju, Xing & Xu, Chao & Han, Xue & Du, Xiaoze & Wei, Gaosheng & Yang, Yongping, 2017. "A review of the concentrated photovoltaic/thermal (CPVT) hybrid solar systems based on the spectral beam splitting technology," Applied Energy, Elsevier, vol. 187(C), pages 534-563.
    81. 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.
    82. Shi, Wenxiao & Lin, Chen & Chen, Wei & Hong, Jinglan & Chang, Jingcai & Dong, Yong & Zhang, Yanlu, 2017. "Environmental effect of current desulfurization technology on fly dust emission in China," Renewable and Sustainable Energy Reviews, Elsevier, vol. 72(C), pages 1-9.
    83. Wang, Qingqing & Lu, Mei & Bai, Zimeng & Wang, Ke, 2020. "Coronavirus pandemic reduced China’s CO2 emissions in short-term, while stimulus packages may lead to emissions growth in medium- and long-term," Applied Energy, Elsevier, vol. 278(C).
    84. Kasaeian, Alibakhsh & Bellos, Evangelos & Shamaeizadeh, Armin & Tzivanidis, Christos, 2020. "Solar-driven polygeneration systems: Recent progress and outlook," Applied Energy, Elsevier, vol. 264(C).
    85. Peng, Jinqing & Lu, Lin & Yang, Hongxing, 2013. "Review on life cycle assessment of energy payback and greenhouse gas emission of solar photovoltaic systems," Renewable and Sustainable Energy Reviews, Elsevier, vol. 19(C), pages 255-274.
    86. Song, Zhe & Ren, Zhigang & Deng, Qinli & Kang, Xin & Zhou, Mi & Liu, Daoru & Chen, Xin, 2020. "General models for estimating daily and monthly mean daily diffuse solar radiation in China's subtropical monsoon climatic zone," Renewable Energy, Elsevier, vol. 145(C), pages 318-332.
    87. Nikitidou, E. & Kazantzidis, A. & Salamalikis, V., 2014. "The aerosol effect on direct normal irradiance in Europe under clear skies," Renewable Energy, Elsevier, vol. 68(C), pages 475-484.
    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. Yin, Rumeng & He, Jiang, 2023. "Design of a photovoltaic electric bike battery-sharing system in public transit stations," Applied Energy, Elsevier, vol. 332(C).
    2. Liu, Fa & Wang, Xunming & Sun, Fubao & Wang, Hong, 2022. "Correct and remap solar radiation and photovoltaic power in China based on machine learning models," Applied Energy, Elsevier, vol. 312(C).
    3. 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).
    4. Mussawir Ul Mehmood & Abasin Ulasyar & Waleed Ali & Kamran Zeb & Haris Sheh Zad & Waqar Uddin & Hee-Je Kim, 2023. "A New Cloud-Based IoT Solution for Soiling Ratio Measurement of PV Systems Using Artificial Neural Network," Energies, MDPI, vol. 16(2), pages 1-14, January.
    5. Song, Zhe & Cao, Sunliang & Yang, Hongxing, 2023. "Assessment of solar radiation resource and photovoltaic power potential across China based on optimized interpretable machine learning model and GIS-based approaches," Applied Energy, Elsevier, vol. 339(C).
    6. Hari Om Prasad & S. S. Kalikinkar Mahanta & Sreekanth Bojjagani, 2024. "Evaluation of particle pollution influence on loss of solar power generation between commercial and background areas in Lucknow, India," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 26(7), pages 17749-17758, July.
    7. Farizal Farizal & Muhammad Aqil Noviandri & Hanif Hamdani, 2024. "Sustainability Development through a Nearly Zero Energy Building Implementation Case: An Office Building in South Jakarta," Sustainability, MDPI, vol. 16(16), pages 1-21, August.
    8. Sun, Peidong & Wang, Jichao, 2024. "Long-term variability analysis of wave energy resources and its impact on wave energy converters along the Chinese coastline," Energy, Elsevier, vol. 288(C).
    9. He, Yongxiu & Che, Yiran & Lyu, Yuan & Lu, Ye & Zhang, Yan, 2022. "Social benefit evaluation of China's photovoltaic poverty alleviation project," Renewable Energy, Elsevier, vol. 187(C), pages 1065-1081.
    10. Liu, Jia & Zhou, Yuekuan & Yang, Hongxing & Wu, Huijun, 2022. "Net-zero energy management and optimization of commercial building sectors with hybrid renewable energy systems integrated with energy storage of pumped hydro and hydrogen taxis," Applied Energy, Elsevier, vol. 321(C).
    11. Qu, Jiaqi & Sun, Qiang & Qian, Zheng & Wei, Lu & Zareipour, Hamidreza, 2024. "Fault diagnosis for PV arrays considering dust impact based on transformed graphical features of characteristic curves and convolutional neural network with CBAM modules," Applied Energy, Elsevier, vol. 355(C).
    12. 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.
    13. Song, Zhe & Cao, Sunliang & Yang, Hongxing, 2024. "Quantifying the air pollution impacts on solar photovoltaic capacity factors and potential benefits of pollution control for the solar sector in China," Applied Energy, Elsevier, vol. 365(C).
    14. Song, Zhe & Cao, Sunliang & Yang, Hongxing, 2024. "An interpretable framework for modeling global solar radiation using tree-based ensemble machine learning and Shapley additive explanations methods," Applied Energy, Elsevier, vol. 364(C).
    15. 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).

    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. 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).
    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. 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. 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.
    7. 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).
    8. 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).
    9. 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.
    10. 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.
    11. 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.
    12. 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).
    13. 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).
    14. Zhao, Ning & Yan, Suying & Zhang, Na & Zhao, Xiaoyan, 2022. "Impacts of seasonal dust accumulation on a point-focused Fresnel high-concentration photovoltaic/thermal system," Renewable Energy, Elsevier, vol. 191(C), pages 732-746.
    15. 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).
    16. Adak, Deepanjana & Bhattacharyya, Raghunath & Barshilia, Harish C., 2022. "A state-of-the-art review on the multifunctional self-cleaning nanostructured coatings for PV panels, CSP mirrors and related solar devices," Renewable and Sustainable Energy Reviews, Elsevier, vol. 159(C).
    17. 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).
    18. 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.
    19. Umar, Shayan & Waqas, Adeel & Tanveer, Waqas & Shahzad, Nadia & Janjua, Abdul Kashif & Dehghan, Maziar & Qureshi, Muhammad Salik & Shakir, Sehar, 2023. "A building integrated solar PV surface-cleaning setup to optimize the electricity output of PV modules in a polluted atmosphere," Renewable Energy, Elsevier, vol. 216(C).
    20. 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.

    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:298:y:2021:i:c:s030626192100667x. 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.