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A review of the environmental factors degrading the performance of silicon wafer-based photovoltaic modules: Failure detection methods and essential mitigation techniques

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  1. Elkharraz, Abdelkader & Boussaid, Mohammed & El Mohri, Abdennour & Djarfour, Noureddine & Othmani, Mourad, 2025. "A novel acceleration law for sand erosion degradation of photovoltaic modules," Renewable Energy, Elsevier, vol. 243(C).
  2. Dag, H.I. & Buker, M.S., 2020. "Performance evaluation and degradation assessment of crystalline silicon based photovoltaic rooftop technologies under outdoor conditions," Renewable Energy, Elsevier, vol. 156(C), pages 1292-1300.
  3. Waqar Akram, M. & Li, Guiqiang & Jin, Yi & Chen, Xiao, 2022. "Failures of Photovoltaic modules and their Detection: A Review," Applied Energy, Elsevier, vol. 313(C).
  4. Mathhar Bdour & Zakariya Dalala & Mohammad Al-Addous & Ashraf Radaideh & Aseel Al-Sadi, 2020. "A Comprehensive Evaluation on Types of Microcracks and Possible Effects on Power Degradation in Photovoltaic Solar Panels," Sustainability, MDPI, vol. 12(16), pages 1-22, August.
  5. Viole, Isabelle & Valenzuela-Venegas, Guillermo & Zeyringer, Marianne & Sartori, Sabrina, 2023. "A renewable power system for an off-grid sustainable telescope fueled by solar power, batteries and green hydrogen," Energy, Elsevier, vol. 282(C).
  6. Anis Ahmad Sher & Naseem Ahmad & Mariyam Sattar & Usman Ghafoor & Umer Hameed Shah, 2023. "Effect of Various Dusts and Humidity on the Performance of Renewable Energy Modules," Energies, MDPI, vol. 16(13), pages 1-20, June.
  7. Savvakis, Nikolaos & Tsoutsos, Theocharis, 2021. "Theoretical design and experimental evaluation of a PV+PCM system in the mediterranean climate," Energy, Elsevier, vol. 220(C).
  8. Hu, Weiwei & Li, Xingcai & Wang, Juan & Tian, Zihang & Zhou, Bin & Wu, Jinpeng & Li, Runmin & Li, Wencang & Ma, Ning & Kang, Jixuan & Wang, Yong & Tian, Jialong & Dai, Jibin, 2022. "Experimental research on the convective heat transfer coefficient of photovoltaic panel," Renewable Energy, Elsevier, vol. 185(C), pages 820-826.
  9. Udenze, Peter I. & Gong, Jiaqi & Soltani, Shohreh & Li, Dawen, 2025. "A deep neural network with two-step decomposition technique for predicting ultra-short-term solar power and electrical load," Applied Energy, Elsevier, vol. 382(C).
  10. Georgios Goudelis & Pavlos I. Lazaridis & Mahmoud Dhimish, 2022. "A Review of Models for Photovoltaic Crack and Hotspot Prediction," Energies, MDPI, vol. 15(12), pages 1-24, June.
  11. Li, B. & Delpha, C. & Diallo, D. & Migan-Dubois, A., 2021. "Application of Artificial Neural Networks to photovoltaic fault detection and diagnosis: A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 138(C).
  12. Foteinis, Spyros & Savvakis, Nikolaos & Tsoutsos, Theocharis, 2023. "Energy and environmental performance of photovoltaic cooling using phase change materials under the Mediterranean climate," Energy, Elsevier, vol. 265(C).
  13. Høiaas, Ingeborg & Grujic, Katarina & Imenes, Anne Gerd & Burud, Ingunn & Olsen, Espen & Belbachir, Nabil, 2022. "Inspection and condition monitoring of large-scale photovoltaic power plants: A review of imaging technologies," Renewable and Sustainable Energy Reviews, Elsevier, vol. 161(C).
  14. Md Saif Hassan Onim & Zubayar Mahatab Md Sakif & Adil Ahnaf & Ahsan Kabir & Abul Kalam Azad & Amanullah Maung Than Oo & Rafina Afreen & Sumaita Tanjim Hridy & Mahtab Hossain & Taskeed Jabid & Md Sawka, 2022. "SolNet: A Convolutional Neural Network for Detecting Dust on Solar Panels," Energies, MDPI, vol. 16(1), pages 1-19, December.
  15. Saleheen, Mohammed Zeehan & Salema, Arshad Adam & Mominul Islam, Shah Mohammad & Sarimuthu, Charles R. & Hasan, Md Zobaer, 2021. "A target-oriented performance assessment and model development of a grid-connected solar PV (GCPV) system for a commercial building in Malaysia," Renewable Energy, Elsevier, vol. 171(C), pages 371-382.
  16. Thitiphat Klinsuwan & Wachiraphong Ratiphaphongthon & Rabian Wangkeeree & Rattanaporn Wangkeeree & Chatchai Sirisamphanwong, 2023. "Evaluation of Machine Learning Algorithms for Supervised Anomaly Detection and Comparison between Static and Dynamic Thresholds in Photovoltaic Systems," Energies, MDPI, vol. 16(4), pages 1-22, February.
  17. 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).
  18. Tuhibur Rahman & Ahmed Al Mansur & Molla Shahadat Hossain Lipu & Md. Siddikur Rahman & Ratil H. Ashique & Mohamad Abou Houran & Rajvikram Madurai Elavarasan & Eklas Hossain, 2023. "Investigation of Degradation of Solar Photovoltaics: A Review of Aging Factors, Impacts, and Future Directions toward Sustainable Energy Management," Energies, MDPI, vol. 16(9), pages 1-30, April.
  19. Tang, Wuqin & Yang, Qiang & Dai, Zhou & Yan, Wenjun, 2024. "Module defect detection and diagnosis for intelligent maintenance of solar photovoltaic plants: Techniques, systems and perspectives," Energy, Elsevier, vol. 297(C).
  20. Nain, Preeti & Kumar, Arun, 2020. "Understanding the possibility of material release from end-of-life solar modules: A study based on literature review and survey analysis," Renewable Energy, Elsevier, vol. 160(C), pages 903-918.
  21. Pillai, Dhanup S. & Shabunko, Veronika & Krishna, Amal, 2022. "A comprehensive review on building integrated photovoltaic systems: Emphasis to technological advancements, outdoor testing, and predictive maintenance," Renewable and Sustainable Energy Reviews, Elsevier, vol. 156(C).
  22. Fernández-Solas, Álvaro & Micheli, Leonardo & Almonacid, Florencia & Fernández, Eduardo F., 2021. "Optical degradation impact on the spectral performance of photovoltaic technology," Renewable and Sustainable Energy Reviews, Elsevier, vol. 141(C).
  23. Liu, Weidong & Jiang, Xiaohua & Li, Shaoshuai & Luo, Ji & Wen, Gen, 2020. "Photovoltaic module regional clustering in mainland China and application based on factors influencing field reliability," Renewable and Sustainable Energy Reviews, Elsevier, vol. 133(C).
  24. Trigo-González, Mauricio & Cortés-Carmona, Marcelo & Marzo, Aitor & Alonso-Montesinos, Joaquín & Martínez-Durbán, Mercedes & López, Gabriel & Portillo, Carlos & Batlles, Francisco Javier, 2023. "Photovoltaic power electricity generation nowcasting combining sky camera images and learning supervised algorithms in the Southern Spain," Renewable Energy, Elsevier, vol. 206(C), pages 251-262.
  25. Gabriella-Stefánia Szabó & Róbert Szabó & Loránd Szabó, 2022. "A Review of the Mitigating Methods against the Energy Conversion Decrease in Solar Panels," Energies, MDPI, vol. 15(18), pages 1-21, September.
  26. Bouaichi, Abdellatif & El Amrani, Aumeur & Ouhadou, Malika & Lfakir, Aberrazak & Messaoudi, Choukri, 2020. "In-situ performance and degradation of three different photovoltaic module technologies installed in arid climate of Morocco," Energy, Elsevier, vol. 190(C).
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