تخمین بازده الکتریکی صفحه‌های فتوولتائیک با روشی مبتنی بر یادگیری عمیق با استفاده از تصویر

[3] G. M. Dantas, O. L. C. Mendes, S. M. Maia, and A. R. de Alexandria, "Dust detection in solar panel using image processing techniques: A review," Research, Society and Development, vol. 9, no. 8, pp. 321985107-321985107, 2020.

[4] S. Fan, Y. Wang, S. Cao, T. Sun, and P. Liu, "A novel method for analyzing the effect of dust accumulation on energy efficiency loss in photovoltaic (PV) system," Energy, vol. 234, pp. 121112, 2021.

[5] J. Chen, G. Pan, J. Ouyang, J. Ma, L. Fu, and L. Zhang, "Study on impacts of dust accumulation and rainfall on PV power reduction in East China," Energy, vol. 194, pp. 116915, 2020.

[6] Y. Chen et al., "Experimental study on the effect of dust deposition on photovoltaic panels," Energy Procedia, vol. 158, pp. 483-489, 2019.

[7] M. Hammoud, B. Shokr, A. Assi, J. Hallal, and P. Khoury, "Effect of dust cleaning on the enhancement of the power generation of a coastal PV-power plant at Zahrani Lebanon," Solar Energy, vol. 184, pp. 195-201, 2019.

[8] H. A. Kazem, M. T. Chaichan, A. H. Al-Waeli, and K. Sopian, "A review of dust accumulation and cleaning methods for solar photovoltaic systems," Journal of Cleaner Production, vol. 276, pp. 123187, 2020.

[9] S. Alagoz and Y. Apak, "Removal of spoiling materials from solar panel surfaces by applying surface acoustic waves," Journal of Cleaner Production, vol. 253, pp. 119992, 2020.

[10] Calle, Carlos I., et al. "Dust particle removal by electrostatic and dielectrophoretic forces with applications to NASA exploration missions." Proc. ESA Annual Meeting on Electrostatics, vol. 01, pp. 1-14, 2008.

[11] Anderson, Mark, et al. "Robotic device for cleaning photovoltaic panel arrays." Mobile robotics: Solutions and challenges Publications. pp. 367-377, 2010..

[12] D. L. Alvarez, A. S. Al-Sumaiti, and S. R. Rivera, "Estimation of an optimal PV panel cleaning strategy based on both annual radiation profile and module degradation," IEEE Access, vol. 8, pp. 63832-63839, 2020.

[13]Á. Fernández-Solas, J. Montes-Romero, L. Micheli, F. Almonacid, and E. F. Fernández, "Estimation of soiling losses in photovoltaic modules of different technologies through analytical methods," Energy, vol. 244, pp. 123173, 2022.

[14] K. Tsamaase, T. Ramasesane, I. Zibani, E. Matlotse, and K. Motshidisi, "Automated dust detection and cleaning system of PV module," IOSR J. Electr. Electron. Eng, vol. 12, pp. 93-98, 2017.

[15] C. Williams and S. Bryan, "Dirt sensing on PV modules with automated cleaning request.", 15th LACCEI International Multi-Conference for Engineering, Education, and Technology. pp.19-21, 2017.

[16] U. K. Phoolwani, T. Sharma, A. Singh, and S. K. Gawre, "IoT based solar panel analysis using thermal imaging," in 2020 IEEE International Students' Conference on Electrical, Electronics and Computer Science (SCEECS), IEEE, pp. 1-5, 2020.

[17] M. Unluturk, A. A. Kulaksiz, and A. Unluturk, "Image Processing-based Assessment of Dust Accumulation on Photovoltaic Modules," in 2019 1st Global Power, Energy and Communication Conference (GPECOM), IEEE, pp. 308-311, 2019.

[18] D. Saquib, M. N. Nasser, and S. Ramaswamy, "Image Processing Based Dust Detection and prediction of Power using ANN in PV systems," Third International Conference on Smart Systems and Inventive Technology (ICSSIT), IEEE, pp. 1286-1292, 2020.

[19] S. Fan, Y. Wang, S. Cao, B. Zhao, T. Sun, and P. Liu, "A deep residual neural network identification method for uneven dust accumulation on photovoltaic (PV) panels," Energy, vol. 239, pp. 122302, 2022.

[20] K. A. Abuqaaud and A. Ferrah, "A novel technique for detecting and monitoring dust and soil on solar photovoltaic panel," Advances in Science and Engineering Technology International Conferences (ASET), IEEE, pp. 1-6, 2020.

[21] B. M. Das, Principles of geotechnical engineering. Cengage learning Publications, 2021.

[22]  Castaner, L. and Silvester, S, "Modeling photovoltaic Systems Using PSpice". John Willy and Sons Publications, 2002.

[23]  Mortezapour, H., GHobadian, B., Khoshtaghaza, MH and Minaei, S. Performance analysis of a two-way hybrid photovoltaic/thermal solar, Journal of Agricultural Science and Technology. Vol. 14, pp. 767-780, 2012.