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A comprehensive review of the impact of dust on the use of solar energy: History, investigations, results, literature, and mitigation approaches

Citations

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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. Usama Bin Qasim & Muhammad Hussnain Riaz & Hassan Imran, 2024. "Investigation of soiling effects for east/west vertical bifacial and north/south tilted monofacial photovoltaic farms," Energy & Environment, , vol. 35(6), pages 2991-3009, September.
  3. Sebestyén, Viktor, 2021. "Renewable and Sustainable Energy Reviews: Environmental impact networks of renewable energy power plants," Renewable and Sustainable Energy Reviews, Elsevier, vol. 151(C).
  4. Abdulsalam S. Alghamdi & AbuBakr S. Bahaj & Luke S. Blunden & Yue Wu, 2019. "Dust Removal from Solar PV Modules by Automated Cleaning Systems," Energies, MDPI, vol. 12(15), pages 1-21, July.
  5. Engeland, Kolbjørn & Borga, Marco & Creutin, Jean-Dominique & François, Baptiste & Ramos, Maria-Helena & Vidal, Jean-Philippe, 2017. "Space-time variability of climate variables and intermittent renewable electricity production – A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 79(C), pages 600-617.
  6. Antonia Sônia A. C. Diniz & Tulio P. Duarte & Suellen A. C. Costa & Daniel Sena Braga & Vinicius Camatta Santana & Lawrence L. Kazmerski, 2022. "Soiling Spectral and Module Temperature Effects: Comparisons of Competing Operating Parameters for Four Commercial PV Module Technologies," Energies, MDPI, vol. 15(15), pages 1-18, July.
  7. Abdmouleh, Zeineb & Alammari, Rashid A.M. & Gastli, Adel, 2015. "Recommendations on renewable energy policies for the GCC countries," Renewable and Sustainable Energy Reviews, Elsevier, vol. 50(C), pages 1181-1191.
  8. 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.
  9. 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.
  10. Xu, Xinhai & Vignarooban, K. & Xu, Ben & Hsu, K. & Kannan, A.M., 2016. "Prospects and problems of concentrating solar power technologies for power generation in the desert regions," Renewable and Sustainable Energy Reviews, Elsevier, vol. 53(C), pages 1106-1131.
  11. Hooshyar, Pooya & Moghadasi, Hesam & Moosavi, Seyed Ali & Moosavi, Ali & Borujerdi, Ali Nouri, 2025. "Recent progress of soiling impact on solar panels and its mitigation strategies: A review," Applied Energy, Elsevier, vol. 379(C).
  12. Abolhosseini, Shahrouz & Heshmati, Almas & Altmann, Jörn, 2014. "A Review of Renewable Energy Supply and Energy Efficiency Technologies," IZA Discussion Papers 8145, IZA Network @ LISER.
  13. 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.
  14. Brahim Aïssa & Rima J. Isaifan & Benjamin W. Figgis & Amir A. Abdallah & Dunia Bachour & Daniel Perez-Astudillo & Antonio Sanfilippo & Juan Lopez-Garcia & Veronica Bermudez Benito, 2023. "A Comprehensive Review of a Decade of Field PV Soiling Assessment in QEERI’s Outdoor Test Facility in Qatar: Learned Lessons and Recommendations," Energies, MDPI, vol. 16(13), pages 1-41, July.
  15. 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).
  16. Khaled M. Alawasa & Rashid S. AlAbri & Amer S. Al-Hinai & Mohammed H. Albadi & Abdullah H. Al-Badi, 2021. "Experimental Study on the Effect of Dust Deposition on a Car Park Photovoltaic System with Different Cleaning Cycles," Sustainability, MDPI, vol. 13(14), pages 1-16, July.
  17. Juaidi, Adel & Montoya, Francisco G. & Ibrik, Imad H. & Manzano-Agugliaro, Francisco, 2016. "An overview of renewable energy potential in Palestine," Renewable and Sustainable Energy Reviews, Elsevier, vol. 65(C), pages 943-960.
  18. Zhang, Minhui & Zhang, Qin & Zhou, Dequn & Wang, Lei, 2021. "Punishment or reward? Strategies of stakeholders in the quality of photovoltaic plants based on evolutionary game analysis in China," Energy, Elsevier, vol. 220(C).
  19. Po-Ching Hwang, Humble & Ku, Cooper Cheng-Yuan & Chao-Yang Huang, Mason, 2023. "Intelligent cleanup scheme for soiled photovoltaic modules," Energy, Elsevier, vol. 265(C).
  20. Kimberley A. Corwin & Jesse Burkhardt & Chelsea A. Corr & Paul W. Stackhouse & Amit Munshi & Emily V. Fischer, 2025. "Solar energy resource availability under extreme and historical wildfire smoke conditions," Nature Communications, Nature, vol. 16(1), pages 1-15, December.
  21. Erdenedavaa, Purevdalai & Akisawa, Atsushi & Adiyabat, Amarbayar & Otgonjanchiv, Erdenesuvd, 2019. "Observation and modeling of dust deposition on glass tube of evacuated solar thermal collectors in Mongolia," Renewable Energy, Elsevier, vol. 130(C), pages 613-621.
  22. 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.
  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. 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).
  25. Ashley, Thomas & Carrizosa, Emilio & Fernández-Cara, Enrique, 2019. "Heliostat field cleaning scheduling for Solar Power Tower plants: A heuristic approach," Applied Energy, Elsevier, vol. 235(C), pages 653-660.
  26. 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.
  27. Ghosh, Santosh & Yadav, Vinod Kumar & Mukherjee, Vivekananda, 2018. "Evaluation of cumulative impact of partial shading and aerosols on different PV array topologies through combined Shannon's entropy and DEA," Energy, Elsevier, vol. 144(C), pages 765-775.
  28. 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.
  29. Cazzaniga, R. & Cicu, M. & Rosa-Clot, M. & Rosa-Clot, P. & Tina, G.M. & Ventura, C., 2018. "Floating photovoltaic plants: Performance analysis and design solutions," Renewable and Sustainable Energy Reviews, Elsevier, vol. 81(P2), pages 1730-1741.
  30. 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).
  31. Abdulsalam S. Alghamdi & AbuBakr S. Bahaj & Yue Wu, 2017. "Assessment of Large Scale Photovoltaic Power Generation from Carport Canopies," Energies, MDPI, vol. 10(5), pages 1-22, May.
  32. Ullah, Asad & Imran, Hassan & Maqsood, Zaki & Butt, Nauman Zafar, 2019. "Investigation of optimal tilt angles and effects of soiling on PV energy production in Pakistan," Renewable Energy, Elsevier, vol. 139(C), pages 830-843.
  33. Yan, Suying & Zhao, Sitong & Ma, Xiaodong & Ming, Tingzhen & Wu, Ze & Zhao, Xiaoyan & Ma, Rui, 2020. "Thermoelectric and exergy output performance of a Fresnel-based HCPV/T at different dust densities," Renewable Energy, Elsevier, vol. 159(C), pages 801-811.
  34. 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.
  35. Yiqing Li & Weiguo Yang & Lixin Tian & Jie Yang, 2018. "An Evaluation of Investment in a PV Power Generation Project in the Gobi Desert Using a Real Options Model," Energies, MDPI, vol. 11(1), pages 1-16, January.
  36. Al-Dousari, Ali & Al-Nassar, Waleed & Al-Hemoud, Ali & Alsaleh, Abeer & Ramadan, Ashraf & Al-Dousari, Noor & Ahmed, Modi, 2019. "Solar and wind energy: Challenges and solutions in desert regions," Energy, Elsevier, vol. 176(C), pages 184-194.
  37. Borislav Stankov & Angel Terziev & Momchil Vassilev & Martin Ivanov, 2024. "Influence of Wind and Rainfall on the Performance of a Photovoltaic Module in a Dusty Environment," Energies, MDPI, vol. 17(14), pages 1-29, July.
  38. Sharaf, Omar Z. & Orhan, Mehmet F., 2015. "Concentrated photovoltaic thermal (CPVT) solar collector systems: Part I – Fundamentals, design considerations and current technologies," Renewable and Sustainable Energy Reviews, Elsevier, vol. 50(C), pages 1500-1565.
  39. Rahman, Md Momtazur & Khan, Imran & Alameh, Kamal, 2021. "Potential measurement techniques for photovoltaic module failure diagnosis: A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 151(C).
  40. Lahlou, Radia & Younes, Kareem & Abdullah, Muhammad & Fernández-García, Aránzazu & Uhlig, Ralf & Armstrong, Peter R. & Slocum, Alexander H. & Viegas, Jaime & Chiesa, Matteo & Calvet, Nicolas, 2025. "Pushing the envelope: Advanced 3D secondary concentrators for high-temperature solar power," Renewable and Sustainable Energy Reviews, Elsevier, vol. 222(C).
  41. 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.
  42. Raj, Pankaj & Subudhi, Sudhakar, 2018. "A review of studies using nanofluids in flat-plate and direct absorption solar collectors," Renewable and Sustainable Energy Reviews, Elsevier, vol. 84(C), pages 54-74.
  43. Hosseini Dehshiri, Seyyed Shahabaddin & Firoozabadi, Bahar, 2025. "Photovoltaic plant site selection considering dust soiling effects: A novel hybrid framework based on uncertainty and reliability with optimum cleaning schedule," Applied Energy, Elsevier, vol. 382(C).
  44. Lin, Peijie & Chen, Hang & Cheng, Shuying & Lu, Xiaoyang & Lin, Yaohai & Sun, Lei, 2025. "Assessment of power loss caused by soiling PV modules using a dual branch multi-modality deep learning network framework," Renewable Energy, Elsevier, vol. 248(C).
  45. Wiesinger, F. & Sutter, F. & Fernández-García, A. & Wette, J. & Wolfertstetter, F. & Hanrieder, N. & Schmücker, Martin & Pitz-Paal, R., 2020. "Sandstorm erosion on solar reflectors: Highly realistic modeling of artificial aging tests based on advanced site assessment," Applied Energy, Elsevier, vol. 268(C).
  46. 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.
  47. Dahlioui, Dounia & El Hamdani, Fayrouz & Djdiaa, Abdelali & Martínez López, Teodoro & Bouzekri, Hicham, 2023. "Assessment of dry and wet cleaning of aluminum mirrors toward water consumption reduction," Renewable Energy, Elsevier, vol. 205(C), pages 248-255.
  48. Fabiana Lisco & Farwah Bukhari & Soňa Uličná & Kenan Isbilir & Kurt L. Barth & Alan Taylor & John M. Walls, 2020. "Degradation of Hydrophobic, Anti-Soiling Coatings for Solar Module Cover Glass," Energies, MDPI, vol. 13(15), pages 1-15, July.
  49. Alami Merrouni, Ahmed & Conceição, Ricardo & Mouaky, Ammar & Silva, Hugo Gonçalves & Ghennioui, Abdellatif, 2020. "CSP performance and yield analysis including soiling measurements for Morocco and Portugal," Renewable Energy, Elsevier, vol. 162(C), pages 1777-1792.
  50. Atkinson, Carol & Sansom, Chris L. & Almond, Heather J. & Shaw, Chris P., 2015. "Coatings for concentrating solar systems – A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 45(C), pages 113-122.
  51. 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.
  52. Griffiths, Steven, 2017. "A review and assessment of energy policy in the Middle East and North Africa region," Energy Policy, Elsevier, vol. 102(C), pages 249-269.
  53. Alshawaf, Mohammad & Poudineh, Rahmatallah & Alhajeri, Nawaf S., 2020. "Solar PV in Kuwait: The effect of ambient temperature and sandstorms on output variability and uncertainty," Renewable and Sustainable Energy Reviews, Elsevier, vol. 134(C).
  54. Tanesab, Julius & Parlevliet, David & Whale, Jonathan & Urmee, Tania, 2018. "Energy and economic losses caused by dust on residential photovoltaic (PV) systems deployed in different climate areas," Renewable Energy, Elsevier, vol. 120(C), pages 401-412.
  55. 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.
  56. Fernández Solas, Álvaro & Riedel-Lyngskær, Nicholas & Hanrieder, Natalie & Norde Santos, Fernanda & Wilbert, Stefan & Nygard Riise, Heine & Polo, Jesús & Fernández, Eduardo F. & Almonacid, Florencia &, 2025. "Photovoltaic soiling loss in Europe: Geographical distribution and cleaning recommendations," Renewable Energy, Elsevier, vol. 239(C).
  57. 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).
  58. Girma T. Chala & Shaharin A. Sulaiman & Xuecheng Chen, 2025. "A Study on the Performance of Soiled Solar Photovoltaic Panels at Different Tilt Angles in Al Seeb, Oman," Energies, MDPI, vol. 18(2), pages 1-18, January.
  59. Alami Merrouni, Ahmed & Elwali Elalaoui, Fakhreddine & Mezrhab, Ahmed & Mezrhab, Abdelhamid & Ghennioui, Abdellatif, 2018. "Large scale PV sites selection by combining GIS and Analytical Hierarchy Process. Case study: Eastern Morocco," Renewable Energy, Elsevier, vol. 119(C), pages 863-873.
  60. Ewa Klugmann-Radziemska & Małgorzata Rudnicka, 2020. "The Analysis of Working Parameters Decrease in Photovoltaic Modules as a Result of Dust Deposition," Energies, MDPI, vol. 13(16), pages 1-11, August.
  61. Krzysztof Pytel & Wiktor Hudy, 2022. "Use of Evolutionary Algorithm for Identifying Quantitative Impact of PM2.5 and PM10 on PV Power Generation," Energies, MDPI, vol. 15(21), pages 1-24, November.
  62. Saheli Sengupta & Aritra Ghosh & Tapas K. Mallick & Chandan Kumar Chanda & Hiranmay Saha & Indrajit Bose & Joydip Jana & Samarjit Sengupta, 2021. "Model Based Generation Prediction of SPV Power Plant Due to Weather Stressed Soiling," Energies, MDPI, vol. 14(17), pages 1-16, August.
  63. 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).
  64. Babatunde, A.A. & Abbasoglu, S. & Senol, M., 2018. "Analysis of the impact of dust, tilt angle and orientation on performance of PV Plants," Renewable and Sustainable Energy Reviews, Elsevier, vol. 90(C), pages 1017-1026.
  65. 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.
  66. 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.
  67. Barletta, M. & Puopolo, M. & Tagliaferri, V. & Vesco, S., 2014. "Retrofitting of solar glasses by protective anti-soiling and -graffiti coatings," Renewable Energy, Elsevier, vol. 66(C), pages 443-453.
  68. García-Segura, A. & Fernández-García, A. & Ariza, M.J. & Sutter, F. & Valenzuela, L., 2016. "Durability studies of solar reflectors: A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 62(C), pages 453-467.
  69. Micheli, Leonardo & Caballero, Jose A. & Fernandez, Eduardo F. & Smestad, Greg P. & Nofuentes, Gustavo & Mallick, Tapas K. & Almonacid, Florencia, 2019. "Correlating photovoltaic soiling losses to waveband and single-value transmittance measurements," Energy, Elsevier, vol. 180(C), pages 376-386.
  70. 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.
  71. Hachicha, Ahmed Amine & Al-Sawafta, Israa & Ben Hamadou, Dhouha, 2019. "Numerical and experimental investigations of dust effect on CSP performance under United Arab Emirates weather conditions," Renewable Energy, Elsevier, vol. 143(C), pages 263-276.
  72. 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).
  73. 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.
  74. Gizelle C. Oehler & Fabiana Lisco & Farwah Bukhari & Soňa Uličná & Ben Strauss & Kurt L. Barth & John M. Walls, 2020. "Testing the Durability of Anti-Soiling Coatings for Solar Cover Glass by Outdoor Exposure in Denmark," Energies, MDPI, vol. 13(2), pages 1-17, January.
  75. Truong-Ba, Huy & Cholette, Michael E. & Picotti, Giovanni & Steinberg, Theodore A. & Manzolini, Giampaolo, 2020. "Sectorial reflectance-based cleaning policy of heliostats for Solar Tower power plants," Renewable Energy, Elsevier, vol. 166(C), pages 176-189.
  76. 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.
  77. Ewa Klugmann-Radziemska, 2020. "Shading, Dusting and Incorrect Positioning of Photovoltaic Modules as Important Factors in Performance Reduction," Energies, MDPI, vol. 13(8), pages 1-12, April.
  78. 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.
  79. 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.
  80. 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.
  81. 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.
  82. Chiteka, Kudzanayi & Arora, Rajesh & Sridhara, S.N. & Enweremadu, C.C., 2021. "Optimizing wind barrier and photovoltaic array configuration in soiling mitigation," Renewable Energy, Elsevier, vol. 163(C), pages 225-236.
  83. 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.
  84. Ghosh, Santosh & Yadav, Vinod Kumar & Mukherjee, Vivekananda & Yadav, Pankaj, 2017. "Evaluation of relative impact of aerosols on photovoltaic cells through combined Shannon's entropy and Data Envelopment Analysis (DEA)," Renewable Energy, Elsevier, vol. 105(C), pages 344-353.
  85. Heinrich, Matthias & Meunier, Simon & Samé, Allou & Quéval, Loïc & Darga, Arouna & Oukhellou, Latifa & Multon, Bernard, 2020. "Detection of cleaning interventions on photovoltaic modules with machine learning," Applied Energy, Elsevier, vol. 263(C).
  86. Mike Jason Koleczko & Yebin Ahn & Jaekyoung Kim & Jihee Kim & Soohyeok Park & Tohid Otoufat & Sangbeom Hong & Geonhwi Kim & Hyewon Choi & Ji Hoon Kim & Kwanyong Seo & Han-Don Um & Hyunsik Yoon, 2025. "Multiaxial oil-repellent surfaces for self-cleaning of sticky dust and enhanced photovoltaic efficiency," Nature Communications, Nature, vol. 16(1), pages 1-11, December.
  87. Gupta, Ankit & Chauhan, Yogesh K., 2016. "Detailed performance analysis of realistic solar photovoltaic systems at extensive climatic conditions," Energy, Elsevier, vol. 116(P1), pages 716-734.
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  89. 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.
  90. Astete, Iván & Castro, Margarita & Lorca, Álvaro & Negrete-Pincetic, Matías, 2024. "Optimal cleaning scheduling for large photovoltaic portfolios," Applied Energy, Elsevier, vol. 372(C).
  91. Bukhary, Saria & Ahmad, Sajjad & Batista, Jacimaria, 2018. "Analyzing land and water requirements for solar deployment in the Southwestern United States," Renewable and Sustainable Energy Reviews, Elsevier, vol. 82(P3), pages 3288-3305.
  92. 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).
  93. Aman, M.M. & Solangi, K.H. & Hossain, M.S. & Badarudin, A. & Jasmon, G.B. & Mokhlis, H. & Bakar, A.H.A. & Kazi, S.N, 2015. "A review of Safety, Health and Environmental (SHE) issues of solar energy system," Renewable and Sustainable Energy Reviews, Elsevier, vol. 41(C), pages 1190-1204.
  94. Arancibia-Bulnes, Camilo A. & Peña-Cruz, Manuel I. & Mutuberría, Amaia & Díaz-Uribe, Rufino & Sánchez-González, Marcelino, 2017. "A survey of methods for the evaluation of reflective solar concentrator optics," Renewable and Sustainable Energy Reviews, Elsevier, vol. 69(C), pages 673-684.
  95. Wu, Yujie & Kämpf, Jérôme H. & Scartezzini, Jean-Louis, 2019. "Automated ‘Eye-sight’ Venetian blinds based on an embedded photometric device with real-time daylighting computing," Applied Energy, Elsevier, vol. 252(C), pages 1-1.
  96. Mayhoub, M.S. & Elqattan, Ahmed A. & Algendy, Algendy S., 2021. "Experimental investigation of dust accumulation effect on the performance of tubular daylight guidance systems," Renewable Energy, Elsevier, vol. 169(C), pages 726-737.
  97. Hamed Hanifi & Bengt Jaeckel & Matthias Pander & David Dassler & Sagarika Kumar & Jens Schneider, 2022. "Techno-Economic Assessment of Half-Cell Modules for Desert Climates: An Overview on Power, Performance, Durability and Costs," Energies, MDPI, vol. 15(9), pages 1-21, April.
  98. Deshmukh, Ranjit & Wu, Grace C. & Callaway, Duncan S. & Phadke, Amol, 2019. "Geospatial and techno-economic analysis of wind and solar resources in India," Renewable Energy, Elsevier, vol. 134(C), pages 947-960.
  99. 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.
  100. Boeing, A. & Neda, M. & Steinberg, S. & Batista, J., 2022. "The impact of lower quality water on soiling removal from photovoltaic panels," Renewable and Sustainable Energy Reviews, Elsevier, vol. 169(C).
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