Leveraging U-Net and ASPP for effective fault detection in photovoltaic modules

Abstract The efficiency of photovoltaic (PV) systems is often compromised by undetected faults, exacerbated by the complexity of thermal imagery backgrounds. This study presents a novel deep-learning-based approach to enhance fault detection in PV systems by customizing the Atrous Spatial Pyramid Po...

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Bibliographic Details
Main Authors: Khalfalla Awedat, Masoud Alajmi, Mustafa Elfituri
Format: Article
Language:English
Published: Nature Portfolio 2025-07-01
Series:Scientific Reports
Subjects:
Online Access:https://doi.org/10.1038/s41598-025-06646-x
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