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2026	Lightweight multi-modal feature enhancement network for photovoltaic fault detection Solar Energy Zhenyuan Wu, Xiangyue Yu, Di Wu, Ning Li
2026	Attention residual network with multi-scale convolution branch for efficient solar photovoltaic module defect classification Solar Energy Oluwatoyosi F. Bamisile, She Kun, Chiagoziem C. Ukwuoma, Dara Thomas, Chukwuebuka J. Ejiyi, Omosalewa Olagundoye, Olatomide Olugbenle, Olamide Olotu, Olusola Bamisile
2026	Artificial Intelligence‐Based Defect Prediction in Photovoltaic Panels Coupling with Nondestructive Detection Techniques: A Comprehensive Review Energy Technology Yunzhi Wang, Yue Xing
2025	Defect analysis using electroluminescence imaging in photovoltaic modules Measurement Science and Technology Zhenwen Zhang, Yayun Yang, Xianzhong Jian
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