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High-resolution solar panel detection in Sfax, Tunisia: A UNet-Based approach. (2024). Ennine, Ghaleb ; el Koundi, Mourad ; Bouaziz, Mohamed Chahine.
In: Renewable Energy.
RePEc:eee:renene:v:235:y:2024:i:c:s0960148124012394.

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  1. Abdelrazik, M.K. ; Abdelaziz, S.E. ; Hassan, M.F. ; Hatem, T.M. Climate action: prospects of solar energy in Africa. 2022 Energy Rep.. 8 11363-11377
    Paper not yet in RePEc: Add citation now
  2. Ahmad, M. ; Dai, J. ; Mehmood, U. ; Abou Houran, M. Renewable energy transition, resource richness, economic growth, and environmental quality: assessing the role of financial globalization. 2023 Renew. Energy. 216 -

  3. Ahmed, R. ; Sreeram, V. ; Mishra, Y. ; Arif, M.D. A review and evaluation of the state-of-the-art in PV solar power forecasting: techniques and optimization. 2020 Renew. Sustain. Energy Rev.. 124 -

  4. Ahmed, S. ; Ali, A. ; D'Angola, A. A review of renewable energy Communities: Concepts, Scope, progress, challenges, and recommendations. 2024 Sustainability. 16 -

  5. Airbus Intelligence Defense and Space . 2024 SPOT | Ideal solution for. 1 -
    Paper not yet in RePEc: Add citation now
  6. Akermi, R. ; Triki, A. The green energy transition and civil society in Tunisia: Actions, motivations and barriers. 2017 Energy Proc.. 136 79-84
    Paper not yet in RePEc: Add citation now
  7. Al-Shahri, O.A. ; Ismail, F.B. ; Hannan, M.A. ; Lipu, M.S.H. ; Al-Shetwi, A.Q. ; Begum, R.A. ; Al-Muhsen, N.F.O. ; Soujeri, E. Solar photovoltaic energy optimization methods, challenges and issues: a comprehensive review. 2021 J. Clean. Prod.. 284 -
    Paper not yet in RePEc: Add citation now
  8. Aleixandre-Tudó, J.L. ; Castelló-Cogollos, L. ; Aleixandre, J.L. ; Aleixandre-Benavent, R. Renewable energies: Worldwide trends in research, funding and international collaboration. 2019 Renew. Energy. 139 268-278

  9. Ali, F. ; Bennui, A. ; Chowdhury, S. ; Techato, K. Suitable site selection for solar-based green hydrogen in southern Thailand using GIS-MCDM approach. 2022 Sustainability. 14 6597-

  10. Arnaudo, E. ; Blanco, G. ; Monti, A. ; Bianco, G. ; Monaco, C. ; Pasquali, P. ; Dominici, F. A comparative evaluation of deep learning techniques for photovoltaic panel detection from aerial images. 2023 IEEE Access. 11 47579-47594
    Paper not yet in RePEc: Add citation now
  11. Aste, N. ; Del Pero, C. Technical and economic performance analysis of large-scale ground-mounted PV plants in Italian context. 2010 Prog. Photovoltaics Res. Appl.. 18 371-384
    Paper not yet in RePEc: Add citation now
  12. Barbose, G. ; Darghouth, N. ; O'Shaughnessy, E. ; Forrester, S. . 2023 En : . Lawrence Berkeley National Laboratory:
    Paper not yet in RePEc: Add citation now
  13. Ben Cheikh, N. ; Ben Zaied, Y. Understanding the drivers of the renewable energy transition. 2024 Econ. Anal. Pol.. 82 604-612

  14. Bergmann, A. ; Colombo, S. ; Hanley, N. Rural versus urban preferences for renewable energy developments. 2008 Ecol. Econ.. 65 616-625

  15. Bertrand, C. ; Housmans, C. ; Leloux, J. ; Journée, M. Solar irradiation from the energy production of residential PV systems. 2018 Renew. Energy. 125 306-318

  16. Blakesley, J.C. ; Huld, T. ; Müllejans, H. ; Gracia-Amillo, A. ; Friesen, G. ; Betts, T.R. ; Hermann, W. Accuracy, cost and sensitivity analysis of PV energy rating. 2020 Sol. Energy. 203 91-100
    Paper not yet in RePEc: Add citation now
  17. Bogue, R. The growing importance of lidar technology. 2022 Ind. Robot: the international journal of robotics research and application. 49 1025-1031
    Paper not yet in RePEc: Add citation now
  18. Bourcet, C. Empirical determinants of renewable energy deployment: a systematic literature review. 2020 Energy Econ.. 85 -

  19. Camilo, J. ; Wang, R. ; Collins, L.M. ; Bradbury, K. ; Malof, J.M. Application of a semantic segmentation convolutional neural network for accurate automatic detection and mapping of solar photovoltaic arrays in aerial imagery. 2018 arXiv. -
    Paper not yet in RePEc: Add citation now
  20. Castellanos, S. Equitable rooftop photovoltaics deployment. 2024 Nat. Energy. 9 631-632

  21. Castello, R. ; Roquette, S. ; Esguerra, M. ; Guerra, A. ; Scartezzini, J.-L. Deep learning in the built environment: automatic detection of rooftop solar panels using Convolutional Neural Networks. 2019 J. Phys. Conf.. 1343 -
    Paper not yet in RePEc: Add citation now
  22. Chen, Q. ; Li, X. ; Zhang, Z. ; Zhou, C. ; Guo, Z. ; Liu, Z. ; Zhang, H. Remote sensing of photovoltaic scenarios: techniques, applications and future directions. 2023 Appl. Energy. 333 -

  23. China Centre for, Resources Satellite Data and Application, Satellite Resources . 2024 :
    Paper not yet in RePEc: Add citation now
  24. Clark, C.N. ; Pacifici, F. A solar panel dataset of very high resolution satellite imagery to support the Sustainable Development Goals. 2023 Sci. Data. 10 636-
    Paper not yet in RePEc: Add citation now
  25. Cruz-Rojas, T. ; Franco, J.A. ; Hernandez-Escobedo, Q. ; Ruiz-Robles, D. ; Juarez-Lopez, J.M. A novel comparison of image semantic segmentation techniques for detecting dust in photovoltaic panels using machine learning and deep learning. 2023 Renew. Energy. 217 -

  26. Darapaneni, N. ; Jagannathan, A. ; Natarajan, V. ; Swaminathan, G.V. ; Subramanian, S. ; Paduri, A.R. Semantic segmentation of solar PV panels and wind turbines in satellite images using U-net. 2020 En : 2020 IEEE 15th International Conference on Industrial and Information Systems (ICIIS). :
    Paper not yet in RePEc: Add citation now
  27. de Oliveira, A.K.V. ; Aghaei, M. ; Rüther, R. Automatic inspection of photovoltaic power plants using aerial infrared Thermography: a review. 2022 Energies. 15 2055-

  28. de Vries, T.N.C. ; Bronkhorst, J. ; Vermeer, M. ; Donker, J.C.B. ; Briels, S.A. ; Ziar, H. ; Zeman, M. ; Isabella, O. A quick-scan method to assess photovoltaic rooftop potential based on aerial imagery and LiDAR. 2020 Sol. Energy. 209 96-107
    Paper not yet in RePEc: Add citation now
  29. Dhakouani, A. ; Znouda, E. ; Bouden, C. Impacts of electricity subsidies policy on energy transition. 2020 En : Qudrat-Ullah, H. ; Asif, M. Dynamics of Energy, Environment and Economy: A Sustainability Perspective. Springer International Publishing: Cham
    Paper not yet in RePEc: Add citation now
  30. Di Stefano, F. ; Chiappini, S. ; Gorreja, A. ; Balestra, M. ; Pierdicca, R. Mobile 3D scan LiDAR: a literature review. 2021 Geomatics, Nat. Hazards Risk. 12 2387-2429
    Paper not yet in RePEc: Add citation now
  31. Dwivedi, D. ; Babu, K.V.S.M. ; Yemula, P.K. ; Chakraborty, P. ; Pal, M. Identification of surface defects on solar PV panels and wind turbine blades using attention based deep learning model. 2024 Eng. Appl. Artif. Intell.. 131 -
    Paper not yet in RePEc: Add citation now
  32. Emmanuel, M. ; Doubleday, K. ; Cakir, B. ; Marković, M. ; Hodge, B.-M. A review of power system planning and operational models for flexibility assessment in high solar energy penetration scenarios. 2020 Sol. Energy. 210 169-180
    Paper not yet in RePEc: Add citation now
  33. Fakhraian, E. ; Forment, M.A. ; Dalmau, F.V. ; Nameni, A. ; Guerrero, M.J.C. Determination of the urban rooftop photovoltaic potential: a state of the art. 2021 Energy Rep.. 7 176-185
    Paper not yet in RePEc: Add citation now
  34. Faranda, R. ; Hafezi, H. ; Leva, S. ; Mussetta, M. ; Ogliari, E. Enegy production estimation for suitable PV Planning. 2014 En : 2014 International Symposium on Power Electronics, Electrical Drives, Automation and Motion. :
    Paper not yet in RePEc: Add citation now
  35. Feng, C. ; Liu, Y. ; Zhang, J. A taxonomical review on recent artificial intelligence applications to PV integration into power grids. 2021 Int. J. Electr. Power Energy Syst.. 132 -
    Paper not yet in RePEc: Add citation now
  36. Fischhendler, I. ; Herman, L. ; David, L. Light at the end of the panel: the Gaza Strip and the Interplay between geopolitical conflict and renewable energy transition. 2022 New Polit. Econ.. 27 1-18

  37. Gamarro, H. ; Gonzalez, J.E. ; Ortiz, L.E. On the assessment of a numerical weather prediction model for solar photovoltaic power forecasts in Cities. 2019 J. Energy Resour. Technol.. 141 -
    Paper not yet in RePEc: Add citation now
  38. Gardumi, F. ; Mhiri, N. ; Howells, M. ; Bock, F. ; Necibi, T. ; Bouden, C. A scenario analysis of potential long-term impacts of COVID-19 on the Tunisian electricity sector. 2021 Energy Strategy Rev.. 38 -
    Paper not yet in RePEc: Add citation now
  39. Gaviria, J.F. ; Narváez, G. ; Guillen, C. ; Giraldo, L.F. ; Bressan, M. Machine learning in photovoltaic systems: a review. 2022 Renew. Energy. 196 298-318
    Paper not yet in RePEc: Add citation now
  40. Ghiasi-Shirazi, K. Generalizing the convolution operator in convolutional neural networks. 2019 Neural Process. Lett.. 50 2627-2646
    Paper not yet in RePEc: Add citation now
  41. Giussani, F. ; Wilczynski, E. ; Zandonella Callegher, C. ; Dalle Nogare, G. ; Pozza, C. ; Novelli, A. ; Pezzutto, S. Use of machine learning techniques on aerial imagery for the extraction of photovoltaic data within the urban morphology. 2024 Sustainability. 16 -

  42. Guo, Y. ; Liu, Y. ; Georgiou, T. ; Lew, M.S. A review of semantic segmentation using deep neural networks. 2018 International Journal of Multimedia Information Retrieval. 7 87-93
    Paper not yet in RePEc: Add citation now
  43. Guo, Z. ; Zhuang, Z. ; Tan, H. ; Liu, Z. ; Li, P. ; Lin, Z. ; Shang, W.-L. ; Zhang, H. ; Yan, J. Accurate and generalizable photovoltaic panel segmentation using deep learning for imbalanced datasets. 2023 Renew. Energy. 219 -

  44. Haba, C.G. Monitoring solar panels using machine learning techniques. 2019 En : 2019 8th International Conference on Modern Power Systems (MPS). :
    Paper not yet in RePEc: Add citation now
  45. Hassan, Q. ; Algburi, S. ; Sameen, A.Z. ; Al-Musawi, T.J. ; Al-Jiboory, A.K. ; Salman, H.M. ; Ali, B.M. ; Jaszczur, M. A comprehensive review of international renewable energy growth. 2024 Energy and Built Environment. -
    Paper not yet in RePEc: Add citation now
  46. Hoog, J.d. ; Maetschke, S. ; Ilfrich, P. ; Kolluri, R.R. Using satellite and aerial imagery for identification of solar PV: state of the art and research opportunities. 2020 En : Proceedings of the Eleventh ACM International Conference on Future Energy Systems. Association for Computing Machinery: Virtual Event: Australia
    Paper not yet in RePEc: Add citation now
  47. IEA Renewables 2023 Analysis and Forecast to 2028 (Revised Version, Jan 2024). 2024 International Energy Agency Licence: Paris
    Paper not yet in RePEc: Add citation now
  48. IEA Unlocking the Potential of Distributed Energy Resources - Power System Opportunities and Best Practices. 2022 International Energy Agency Licence: Paris
    Paper not yet in RePEc: Add citation now
  49. IEA World Energy Investment 2024. 2024 International Energy Agency:
    Paper not yet in RePEc: Add citation now
  50. IPCC Climate Change 2022: Mitigation of climate change - technical summary. 2022 Contribution of Working Group III. -
    Paper not yet in RePEc: Add citation now
  51. IRENA, Renewable Energy Statistics 2024. 2024, Abu Dhabi: The International Renewable Energy Agency. p. 285, https://www.irena.org/Publications. (Accessed July 19, 2024).
    Paper not yet in RePEc: Add citation now
  52. Islam, M.R. ; Aziz, M.T. ; Alauddin, M. ; Kader, Z. ; Islam, M.R. Site suitability assessment for solar power plants in Bangladesh: a GIS-based analytical hierarchy process (AHP) and multi-criteria decision analysis (MCDA) approach. 2024 Renew. Energy. 220 -

  53. Jeon, E.-i. ; Kim, S. ; Park, S. ; Kwak, J. ; Choi, I. Semantic segmentation of seagrass habitat from drone imagery based on deep learning: a comparative study. 2021 Ecol. Inf.. 66 -
    Paper not yet in RePEc: Add citation now
  54. Jiang, H. ; Yao, L. ; Lu, N. ; Qin, J. ; Liu, T. ; Liu, Y. ; Zhou, C. Multi-resolution dataset for photovoltaic panel segmentation from satellite and aerial imagery. 2021 Earth Syst. Sci. Data. 13 5389-5401
    Paper not yet in RePEc: Add citation now
  55. Jochem, A. ; Höfle, B. ; Rutzinger, M. Extraction of vertical walls from mobile laser scanning data for solar potential assessment. 2011 Rem. Sens.. 3 650-667
    Paper not yet in RePEc: Add citation now
  56. Jörges, C. ; Vidal, H.S. ; Hank, T. ; Bach, H. Detection of solar photovoltaic power plants using satellite and airborne Hyperspectral imaging. 2023 Rem. Sens.. 15 3403-
    Paper not yet in RePEc: Add citation now
  57. Joshi, S. ; Mittal, S. ; Holloway, P. ; Shukla, P.R. ; Ó Gallachóir, B. ; Glynn, J. High resolution global spatiotemporal assessment of rooftop solar photovoltaics potential for renewable electricity generation. 2021 Nat. Commun.. 12 5738-

  58. Jurakuziev, D. ; Jumaboev, S. ; Lee, M. A framework to estimate generating capacities of PV systems using satellite imagery segmentation. 2023 Eng. Appl. Artif. Intell.. 123 -
    Paper not yet in RePEc: Add citation now
  59. Kaartinen, H. Benchmarking of airborne laser scanning based feature extraction methods and mobile laser scanning system performance based on high-quality test fields. 2013 En : Department of Real Estate, Planning and Geoinformatics. Aalto University School of Engineering: Kirkkonummi:
    Paper not yet in RePEc: Add citation now
  60. Kamali Saraji, M. ; Aliasgari, E. ; Streimikiene, D. Assessment of the challenges to renewable energy technologies adoption in rural areas: a Fermatean CRITIC-VIKOR approach. 2023 Technol. Forecast. Soc. Change. 189 -

  61. Kapsalis, V. ; Maduta, C. ; Skandalos, N. ; Wang, M. ; Bhuvad, S.S. ; D'Agostino, D. ; Ma, T. ; Raj, U. ; Parker, D. ; Peng, J. ; Karamanis, D. Critical assessment of large-scale rooftop photovoltaics deployment in the global urban environment. 2024 Renew. Sustain. Energy Rev.. 189 -

  62. Karipoğlu, F. ; Serdar Genç, M. ; Akarsu, B. GIS-based optimal site selection for the solar-powered hydrogen fuel charge stations. 2022 Fuel. 324 -
    Paper not yet in RePEc: Add citation now
  63. Kasmi, G. ; Saint-Drenan, Y.-M. ; Trebosc, D. ; Jolivet, R. ; Leloux, J. ; Sarr, B. ; Dubus, L. A crowdsourced dataset of aerial images with annotated solar photovoltaic arrays and installation metadata. 2023 Sci. Data. 10 59-
    Paper not yet in RePEc: Add citation now
  64. Kraschewski, T. ; Brauner, T. ; Heumann, M. ; Breitner, M.H. Disentangle the price dispersion of residential solar photovoltaic systems: Evidence from Germany. 2023 Energy Econ.. 121 -

  65. Kruitwagen, L. ; Story, K.T. ; Friedrich, J. ; Byers, L. ; Skillman, S. ; Hepburn, C. A global inventory of photovoltaic solar energy generating units. 2021 Nature. 598 604-610

  66. LeCun, Y. ; Bengio, Y. ; Hinton, G. Deep learning. 2015 Nature. 521 436-444
    Paper not yet in RePEc: Add citation now
  67. Li, J. ; Cai, Y. ; Li, Q. ; Kou, M. ; Zhang, T. A review of remote sensing image segmentation by deep learning methods. 2024 International Journal of Digital Earth. 17 -
    Paper not yet in RePEc: Add citation now
  68. Li, L. ; Lau, E. RU-net: solar panel detection from remote sensing image. 2022 En : 2022 IEEE Green Energy and Smart System Systems (IGESSC). IEEE: Long Beach, CA, USA
    Paper not yet in RePEc: Add citation now
  69. Li, Q. ; Schott, S. ; Chen, D. SolarDetector: automatic solar PV array identification using big satellite imagery data. 2023 En : Proceedings of the 8th ACM/IEEE Conference on Internet of Things Design and Implementation. Association for Computing Machinery: San Antonio-TX, USA
    Paper not yet in RePEc: Add citation now
  70. Li, Y. ; Zhao, L. ; Chen, Y. ; Zhang, N. ; Fan, H. ; Zhang, Z. 3D LiDAR and multi-technology collaboration for preservation of built heritage in China: a review. 2023 Int. J. Appl. Earth Obs. Geoinf.. 116 -
    Paper not yet in RePEc: Add citation now
  71. Lu, D. ; Weng, Q. A survey of image classification methods and techniques for improving classification performance. 2007 Int. J. Rem. Sens.. 28 823-870
    Paper not yet in RePEc: Add citation now
  72. Luo, Y. ; Cheng, N. ; Zhang, S. ; Tian, Z. ; Xu, G. ; Yang, X. ; Fan, J. Comprehensive energy, economic, environmental assessment of a building integrated photovoltaic-thermoelectric system with battery storage for net zero energy building. 2022 Build. Simulat.. 15 1923-1941
    Paper not yet in RePEc: Add citation now
  73. Ma, D. ; Wu, R. ; Xiao, D. ; Sui, B. Cloud removal from satellite images using a deep learning model with the cloud-matting method. 2023 Rem. Sens.. 15 904-
    Paper not yet in RePEc: Add citation now
  74. Malof, J.M. ; Bradbury, K. ; Collins, L.M. ; Newell, R.G. Automatic detection of solar photovoltaic arrays in high resolution aerial imagery. 2016 Appl. Energy. 183 229-240

  75. Malof, J.M. ; Collins, L.M. ; Bradbury, K. ; Newell, R.G. A deep convolutional neural network and a random forest classifier for solar photovoltaic array detection in aerial imagery. 2016 En : 2016 IEEE International Conference on Renewable Energy Research and Applications (ICRERA). :
    Paper not yet in RePEc: Add citation now
  76. Malof, J.M. ; Hou, R. ; Collins, L.M. ; Bradbury, K. ; Newell, R. Automatic solar photovoltaic panel detection in satellite imagery. 2015 En : 2015 International Conference on Renewable Energy Research and Applications (ICRERA). IEEE:
    Paper not yet in RePEc: Add citation now
  77. Mao, H. ; Chen, X. ; Luo, Y. ; Deng, J. ; Tian, Z. ; Yu, J. ; Xiao, Y. ; Fan, J. Advances and prospects on estimating solar photovoltaic installation capacity and potential based on satellite and aerial images. 2023 Renew. Sustain. Energy Rev.. 179 -

  78. Marletta, D. ; Midolo, A. ; Tramontana, E. Detecting photovoltaic panels in aerial images by means of characterising colours. 2023 Technologies. 11 -
    Paper not yet in RePEc: Add citation now
  79. Martín-Jiménez, J. ; Del Pozo, S. ; Sánchez-Aparicio, M. ; Lagüela, S. Multi-scale roof characterization from LiDAR data and aerial orthoimagery: automatic computation of building photovoltaic capacity. 2020 Autom. ConStruct.. 109 -
    Paper not yet in RePEc: Add citation now
  80. Mathe, J. ; Miolane, N. ; Sebastien, N. ; Lequeux, J. PVNet: a LRCN architecture for Spatio-temporal photovoltaic PowerForecasting from numerical weather prediction. 2024 arXiv. -
    Paper not yet in RePEc: Add citation now
  81. Mei, Q. ; Budde, L.E. ; Iwaszczuk, D. Polygon-based mapping of photovoltaic systems and estimation of energy generation potential. 2023 En : 2023 Joint Urban Remote Sensing Event (JURSE). :
    Paper not yet in RePEc: Add citation now
  82. Meribout, M. ; Kumar Tiwari, V. ; Pablo Peña Herrera, J. ; Najeeb Mahfoudh Awadh Baobaid, A. Solar panel inspection techniques and prospects. 2023 Measurement. 209 -
    Paper not yet in RePEc: Add citation now
  83. Nadal, A. ; Alamús, R. ; Pipia, L. ; Ruiz, A. ; Corbera, J. ; Cuerva, E. ; Rieradevall, J. ; Josa, A. Urban planning and agriculture. Methodology for assessing rooftop greenhouse potential of non-residential areas using airborne sensors. 2017 Sci. Total Environ.. 601–602 493-507
    Paper not yet in RePEc: Add citation now
  84. Ndong, J. ; Soubdhan, T. Extracting statistical Properties of solar and photovoltaic power production for the Scope of building a Sophisticated forecasting framework. 2023 Forecasting. 5 1-21
    Paper not yet in RePEc: Add citation now
  85. Noorollahi, Y. ; Ghenaatpisheh Senani, A. ; Fadaei, A. ; Simaee, M. ; Moltames, R. A framework for GIS-based site selection and technical potential evaluation of PV solar farm using Fuzzy-Boolean logic and AHP multi-criteria decision-making approach. 2022 Renew. Energy. 186 89-104

  86. Ozturk, O. ; Sarıtürk, B. ; Seker, D.Z. Comparison of fully convolutional networks (FCN) and U-net for road segmentation from high resolution imageries. 2020 International Journal of Environment and Geoinformatics. 7 272-279
    Paper not yet in RePEc: Add citation now
  87. Parhar, P. ; Sawasaki, R. ; Todeschini, A. ; Reed, C. ; Vahabi, H. ; Nusaputra, N. ; Vergara, F. HyperionSolarNet: Solar Panel Detection from Aerial Images. 2022 Computer Vision and Pattern Recognition:
    Paper not yet in RePEc: Add citation now
  88. Pepermans, G. ; Driesen, J. ; Haeseldonckx, D. ; Belmans, R. ; D’haeseleer, W. Distributed generation: definition, benefits and issues. 2005 Energy Pol.. 33 787-798

  89. Perea-Moreno, A.-J. Renewable energy and energy saving: Worldwide research trends. 2021 Sustainability. 13 -

  90. Pourasl, H.H. ; Barenji, R.V. ; Khojastehnezhad, V.M. Solar energy status in the world: a comprehensive review. 2023 Energy Rep.. 10 3474-3493
    Paper not yet in RePEc: Add citation now
  91. Pugu, M.R. ; Judijanto, L. ; Bungai, J. Use of renewable energy in rural areas: literature review and application in community Service. 2024 Journal of Community Dedication. 4 441-454
    Paper not yet in RePEc: Add citation now
  92. Qu, J.J. . 2006 En : Qu, J.J. Earth Science Satellite Remote Sensing Vol. 2. Data, Computational Processing, and Tools. Tsinghua Univ. Press: Beijing
    Paper not yet in RePEc: Add citation now
  93. Republic of Tunisia . 2024 4th National Communication (NC4). 4 254-
    Paper not yet in RePEc: Add citation now
  94. Republic of Tunisia Nationally Determined Contribution, Second submission. 2021 :
    Paper not yet in RePEc: Add citation now
  95. Rezaee Jordehi, A. Allocation of distributed generation units in electric power systems: a review. 2016 Renew. Sustain. Energy Rev.. 56 893-905

  96. Rodriguez-Vazquez, J. ; Prieto-Centeno, I. ; Fernandez-Cortizas, M. ; Perez-Saura, D. ; Molina, M. ; Campoy, P. Real-time object detection for autonomous solar farm inspection via UAVs. 2024 Sensors. 24 777-
    Paper not yet in RePEc: Add citation now
  97. Ronneberger, O. ; Fischer, P. ; Brox, T. U-net: convolutional networks for Biomedical image segmentation. 2015 En : Medical Image Computing and Computer-Assisted Intervention – MICCAI 2015. Springer International Publishing: Cham
    Paper not yet in RePEc: Add citation now
  98. Roy, P. ; Arafat, Y. ; Upama, M.B. ; Hoque, A. Technical and financial aspects of solar PV system for city dwellers of Bangladesh where green energy installation is mandatory to get utility power supply. 2012 En : 7th International Conference on Electrical and Computer Engineering. IEEE:
    Paper not yet in RePEc: Add citation now
  99. Sarmas, E. ; Spiliotis, E. ; Stamatopoulos, E. ; Marinakis, V. ; Doukas, H. Short-term photovoltaic power forecasting using meta-learning and numerical weather prediction independent Long Short-Term Memory models. 2023 Renew. Energy. 216 -

  100. Schott, J.R. Remote Sensing : the Image Chain Approach. 2007 Oxford University Press: New York
    Paper not yet in RePEc: Add citation now
  101. Schowengerdt, R.A. Remote Sensing : Models and Methods for Image Processing. 2006 Elsevier ; Academic Press: Amsterdam [Netherlands]; Burlington, MA
    Paper not yet in RePEc: Add citation now
  102. Sharkawy, A.N. ; Ali, M.M. ; Mousa, H.H.H. ; Ali, A.S. ; Abdel-Jaber, G.T. ; Hussein, H.S. ; Farrag, M. ; Ismeil, M.A. Solar PV power estimation and Upscaling forecast using different artificial neural networks types: assessment, validation, and comparison. 2023 IEEE Access. 11 19279-19300
    Paper not yet in RePEc: Add citation now
  103. Shihavuddin, A.S.M. ; Rashid, M.R.A. ; Maruf, M.H. ; Hasan, M.A. ; Haq, M.A.u. ; Ashique, R.H. ; Mansur, A.A. Image based surface damage detection of renewable energy installations using a unified deep learning approach. 2021 Energy Rep.. 7 4566-4576
    Paper not yet in RePEc: Add citation now
  104. Sinsel, S.R. ; Riemke, R.L. ; Hoffmann, V.H. Challenges and solution technologies for the integration of variable renewable energy sources - a review. 2020 Renew. Energy. 145 2271-2285
    Paper not yet in RePEc: Add citation now
  105. Stowell, D. ; Kelly, J. ; Tanner, D. ; Taylor, J. ; Jones, E. ; Geddes, J. ; Chalstrey, E. A harmonised, high-coverage, open dataset of solar photovoltaic installations in the UK. 2020 Sci. Data. 7 394-
    Paper not yet in RePEc: Add citation now
  106. Streimikiene, D. ; Baležentis, T. ; Volkov, A. ; Morkūnas, M. ; Žičkienė, A. ; Streimikis, J. Barriers and drivers of renewable energy penetration in rural areas. 2021 Energies. 14 6452-

  107. Suomalainen, K. ; Wang, V. ; Sharp, B. Rooftop solar potential based on LiDAR data: bottom-up assessment at neighbourhood level. 2017 Renew. Energy. 111 463-475

  108. Sutherland, B.R. Locating photovoltaic installations with deep learning. 2018 Joule. 2 2512-2513
    Paper not yet in RePEc: Add citation now
  109. Tabassum, R. ; Das, P. A review of solar panel detection in arial images using U-Net based convulutional neural network. 2023 Southeast University Journal of Electrical and Electronic Engineering. 3 18-25
    Paper not yet in RePEc: Add citation now
  110. Tan, H. ; Guo, Z. ; Zhang, H. ; Chen, Q. ; Lin, Z. ; Chen, Y. ; Yan, J. Enhancing PV panel segmentation in remote sensing images with constraint refinement modules. 2023 Appl. Energy. 350 -

  111. Terzoglou, G. ; Loufakis, M. ; Symeonidis, P. ; Ioannidis, D. ; Tzovaras, D. Employing deep learning framework for improving solar panel defects using drone imagery. 2023 En : 2023 24th International Conference on Digital Signal Processing (DSP). :
    Paper not yet in RePEc: Add citation now
  112. Thapar, V. A revisit to solar radiation estimations using sunshine duration: analysis of impact of these estimations on energy yield of a PV generating system. 2023 Energy Sources, Part A Recovery, Util. Environ. Eff.. 45 8356-8380
    Paper not yet in RePEc: Add citation now
  113. United Nations, The Sustainable Development Goals Report 2023: Special edition. 2023: United Nations. 76pp. Available from: https://unstats.un.org/sdgs/report/2023/.
    Paper not yet in RePEc: Add citation now
  114. Vakulchuk, R. ; Overland, I. ; Scholten, D. Renewable energy and geopolitics: a review. 2020 Renew. Sustain. Energy Rev.. 122 -

  115. Vanegas Cantarero, M.M. Of renewable energy, energy democracy, and sustainable development: a roadmap to accelerate the energy transition in developing countries. 2020 Energy Res. Social Sci.. 70 -
    Paper not yet in RePEc: Add citation now
  116. Vega Díaz, J.J. ; Vlaminck, M. ; Lefkaditis, D. ; Orjuela Vargas, S.A. ; Luong, H. Solar panel detection within complex backgrounds using thermal images acquired by UAVs. 2020 Sensors. 20 -
    Paper not yet in RePEc: Add citation now
  117. Vijayan, D.S. ; Koda, E. ; Sivasuriyan, A. ; Winkler, J. ; Devarajan, P. ; Kumar, R.S. ; Jakimiuk, A. ; Osinski, P. ; Podlasek, A. ; Vaverková, M.D. Advancements in solar panel technology in civil Engineering for revolutionizing renewable energy solutions—a review. 2023 Energies. 16 6579-

  118. Vodapally, S.N. ; Ali, M.H. A comprehensive review of solar photovoltaic (PV) technologies, architecture, and its applications to improved efficiency. 2023 Energies. 16 -
    Paper not yet in RePEc: Add citation now
  119. Voegtle, T. ; Steinle, E. ; Tovari, D. Airborne laserscanning data for determination of suitable areas for photovoltaics. 2005 Int. Arch. Photogram. Rem. Sens. Spatial Inf. Sci.. 36 215-220
    Paper not yet in RePEc: Add citation now
  120. Wang, J. ; Chen, X. ; Jiang, W. ; Hua, L. ; Liu, J. ; Sui, H. PVNet: a novel semantic segmentation model for extracting high-quality photovoltaic panels in large-scale systems from high-resolution remote sensing imagery. 2023 Int. J. Appl. Earth Obs. Geoinf.. 119 -
    Paper not yet in RePEc: Add citation now
  121. Wang, Z. ; Arlt, M.-L. ; Zanocco, C. ; Majumdar, A. ; Rajagopal, R. DeepSolar++: understanding residential solar adoption trajectories with computer vision and technology diffusion models. 2022 Joule. 6 2611-2625
    Paper not yet in RePEc: Add citation now
  122. Wani, M.A. ; Mujtaba, T. Segmentation of satellite images of solar panels using Fast deep learning model. 2021 International Journal of Renewable Energy Research (IJRER). 11 31-45
    Paper not yet in RePEc: Add citation now
  123. Wei, Y. ; Kasireddy, V. ; Akinci, B. 3D imaging in construction and infrastructure management: technological assessment and future research directions. 2018 En : Advanced Computing Strategies for Engineering. Springer International Publishing: Cham
    Paper not yet in RePEc: Add citation now
  124. Wussow, M. ; Zanocco, C. ; Wang, Z. ; Prabha, R. ; Flora, J. ; Neumann, D. ; Majumdar, A. ; Rajagopal, R. Exploring the potential of non-residential solar to tackle energy injustice. 2024 Nat. Energy. -

  125. Yu, J. ; Wang, Z. ; Majumdar, A. ; Rajagopal, R. DeepSolar: a machine learning framework to efficiently Construct a solar deployment database in the United States. 2018 Joule. 2 2605-2617
    Paper not yet in RePEc: Add citation now
  126. Yushchenko, A. ; de Bono, A. ; Chatenoux, B. ; Kumar Patel, M. ; Ray, N. GIS-based assessment of photovoltaic (PV) and concentrated solar power (CSP) generation potential in West Africa. 2018 Renew. Sustain. Energy Rev.. 81 2088-2103

  127. Zhang, J. ; Yang, W. ; Chen, Y. ; Ding, M. ; Huang, H. ; Wang, B. ; Gao, K. ; Chen, S. ; Du, R. Fast object detection of anomaly photovoltaic (PV) cells using deep neural networks. 2024 Appl. Energy. 372 -

  128. Zhao, Z. ; Chen, Y. ; Li, K. ; Ji, W. ; Sun, H. Extracting photovoltaic panels from heterogeneous remote sensing images with spatial and spectral differences. 2024 IEEE J. Sel. Top. Appl. Earth Obs. Rem. Sens.. 17 5553-5564
    Paper not yet in RePEc: Add citation now
  129. Zhu, R. ; Guo, D. ; Wong, M.S. ; Qian, Z. ; Chen, M. ; Yang, B. ; Chen, B. ; Zhang, H. ; You, L. ; Heo, J. ; Yan, J. Deep solar PV refiner: a detail-oriented deep learning network for refined segmentation of photovoltaic areas from satellite imagery. 2023 Int. J. Appl. Earth Obs. Geoinf.. 116 -
    Paper not yet in RePEc: Add citation now
  130. Zhuang, L. ; Zhang, Z. ; Wang, L. The automatic segmentation of residential solar panels based on satellite images: a cross learning driven U-Net method. 2020 Appl. Soft Comput.. 92 -
    Paper not yet in RePEc: Add citation now
  131. Zou, Z. ; Chen, K. ; Shi, Z. ; Guo, Y. ; Ye, J. Object detection in 20 Years: a survey. 2023 Proc. IEEE. 111 257-276
    Paper not yet in RePEc: Add citation now

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