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Failures of Photovoltaic modules and their Detection: A Review

Citations

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Cited by:

  1. Chen, Xin & Li, Baojie & Braid, Jennifer L. & Byford, Brandon & Colvin, Dylan J. & Glaws, Andrew & Jost, Norman & Pierce, Benjamin & Rabade, Salil & Springer, Martin & Jain, Anubhav, 2025. "Open data sets for assessing photovoltaic system reliability," Applied Energy, Elsevier, vol. 395(C).
  2. Li, Fuxiang & Sui, Yunren & Lin, Haosheng & Sui, Zengguang & Wu, Wei, 2025. "High-resolution modeling and multiscale experiment study of photovoltaic with reverse-biased cell," Applied Energy, Elsevier, vol. 398(C).
  3. Cheng Yang & Fuhao Sun & Yujie Zou & Zhipeng Lv & Liang Xue & Chao Jiang & Shuangyu Liu & Bochao Zhao & Haoyang Cui, 2024. "A Survey of Photovoltaic Panel Overlay and Fault Detection Methods," Energies, MDPI, vol. 17(4), pages 1-37, February.
  4. Yang, Rebecca & Zang, Yukun & Yang, Jiaqi & Wakefield, Ron & Nguyen, Kate & Shi, Long & Trigunarsyah, Bambang & Parolini, Fabio & Bonomo, Pierluigi & Frontini, Francesco & Qi, Dahai & Ko, Yoon & Deng,, 2023. "Fire safety requirements for building integrated photovoltaics (BIPV): A cross-country comparison," Renewable and Sustainable Energy Reviews, Elsevier, vol. 173(C).
  5. Liu, Zhengguang & Guo, Zhiling & Chen, Qi & Song, Chenchen & Shang, Wenlong & Yuan, Meng & Zhang, Haoran, 2023. "A review of data-driven smart building-integrated photovoltaic systems: Challenges and objectives," Energy, Elsevier, vol. 263(PE).
  6. Zhang, Feng & Wang, Xinhe & Wang, Weiyue & Zhang, Jiajia & Du, Ruijie & Li, Bingqiang & Liu, Wei, 2023. "Uncertainty analysis of photovoltaic cells to determine probability of functional failure," Applied Energy, Elsevier, vol. 332(C).
  7. 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).
  8. Shi, Zhengrong & Liu, Zewen & Zhang, Tao & Dong, Yuming & Hong, Hai & Yang, Yutian & Cai, Jingyong, 2025. "Mechanical performance analysis of the lightweight semi-flexible photovoltaic module," Energy, Elsevier, vol. 335(C).
  9. Cardoso, Andressa & Jurado-Rodríguez, David & López, Alfonso & Ramos, M. Isabel & Jurado, Juan Manuel, 2024. "Automated detection and tracking of photovoltaic modules from 3D remote sensing data," Applied Energy, Elsevier, vol. 367(C).
  10. Ziapour, Behrooz M. & Alirezaei, Hadi & Ghorannevis, Sepideh, 2023. "Energy recovery from the enclosures between the glassing covers in a compact photovoltaic thermal collector," Renewable Energy, Elsevier, vol. 216(C).
  11. Shan, Chuan & Sun, Kangwen & Ji, Xinzhe & Cheng, Dongji, 2023. "A reconfiguration method for photovoltaic array of stratospheric airship based on multilevel optimization algorithm," Applied Energy, Elsevier, vol. 352(C).
  12. Waqar Akram, M. & Bai, Jianbo, 2026. "Synergistic integration of text-to-image generation and deep learning for photovoltaic system inspection," Energy, Elsevier, vol. 342(C).
  13. Yi Lu & Chunsong Du & Xu Li & Shaowei Liang & Qian Zhang & Zhenghui Zhao, 2025. "A High-Precision Defect Detection Approach Based on BiFDRep-YOLOv8n for Small Target Defects in Photovoltaic Modules," Energies, MDPI, vol. 18(9), pages 1-23, April.
  14. Papargyri, Lamprini & Papanastasiou, Panos & Georghiou, George E., 2022. "Effect of materials and design on PV cracking under mechanical loading," Renewable Energy, Elsevier, vol. 199(C), pages 433-444.
  15. Małgorzata Rataj & Iryna Berezovska, 2025. "Assessing Fire Risks in Photovoltaic Panels: A Literature Review in the Context of Blackout Concerns," Energies, MDPI, vol. 18(13), pages 1-14, June.
  16. Ahmed Hamdi & Hassan N. Noura & Joseph Azar, 2025. "Deep Learning-Based Approach to Automated Monitoring of Defects and Soiling on Solar Panels," Future Internet, MDPI, vol. 17(10), pages 1-20, September.
  17. Anna Katharina Schnatmann & Tobi Reimers & Erik Hüdepohl & Jonah Umlauf & Pia Kleinebekel & Fabian Schoden & Eva Schwenzfeier-Hellkamp, 2024. "Investigating the Technical Reuse Potential of Crystalline Photovoltaic Modules with Regard to a Recycling Alternative," Sustainability, MDPI, vol. 16(3), pages 1-17, January.
  18. Xinchun Zhu & Yang Wu & Xu Zhao & Yunchen Yang & Shuangquan Liu & Luyi Shi & Yelong Wu, 2024. "Overview of Wind and Photovoltaic Data Stream Classification and Data Drift Issues," Energies, MDPI, vol. 17(17), pages 1-24, September.
  19. Paweł Kut & Katarzyna Pietrucha-Urbanik & Patryk Kurek, 2024. "Comprehensive Analysis of Failures in Photovoltaic Installations—A Survey-Based Study," Energies, MDPI, vol. 17(23), pages 1-39, November.
  20. 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).
  21. Ahmad, Mohd Faraz & Arif, M. Saad Bin & Jalil, Mohd Faisal & Rizvi, Masood & Bansal, R.C., 2025. "Recent developments, challenges, and future scenarios in PV Array reconfiguration for mitigating partial shading," Applied Energy, Elsevier, vol. 390(C).
  22. Liang, Qing & Fang, Chunliu & Ma, Xuechao & Zhang, Yibo & Xue, Xiaojian & Yan, Longlong, 2025. "Experimental study and artificial neural network modeling of a pulsating heat pipe PV/T module using a low-efficiency photovoltaic panel," Energy, Elsevier, vol. 334(C).
  23. Zhou, Peng & Wang, Rui & Wang, Chuhan & Chen, Haiyong & Liu, Kun, 2024. "SIIF: Semantic information interactive fusion network for photovoltaic defect segmentation," Applied Energy, Elsevier, vol. 371(C).
  24. Osama, Amr & Tina, Giuseppe Marco & Gagliano, Antonio, 2025. "Thermal models for mono/bifacial modules in ground/floating photovoltaic systems: A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 216(C).
  25. Zheng, Jianan & Liu, Wenjun & Cui, Ting & Wang, Hanchun & Chen, Fangcai & Gao, Yang & Fan, Liulu & Ali Abaker Omer, Altyeb & Ingenhoff, Jan & Zhang, Xinyu & Liu, Wen, 2023. "A novel domino-like snow removal system for roof PV arrays: Feasibility, performance, and economic benefits," Applied Energy, Elsevier, vol. 333(C).
  26. Gao, Han & Fan, Siyuan & He, Mingyue & Wang, Yu & Hong, Wenpeng & Ding, Wei, 2026. "CrackNet: A transformer-based approach for detecting microcrack in photovoltaic panels based on electroluminescence images," Renewable Energy, Elsevier, vol. 256(PH).
  27. Buratti, Yoann & Javier, Gaia M.N. & Abdullah-Vetter, Zubair & Dwivedi, Priya & Hameiri, Ziv, 2024. "Machine learning for advanced characterisation of silicon photovoltaics: A comprehensive review of techniques and applications," Renewable and Sustainable Energy Reviews, Elsevier, vol. 202(C).
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