DRONE-BASED SOLAR PANEL FAULT CLASSIFICATION USING INFRARED IMAGES AND DEEP LEARNING: A COMPARATIVE STUDY OF A LIGHTWEIGHT CNN AND RESNET18

Farkhod Akhmedov, Toshtemir Abdikhafizovich Khujakulov   Halimjon Ergashevich Khujamatov3

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The journal provides the opportunity to the authors to publish their original research articles in Multidisciplinary field. Journal of Modern Educational Achievements is an open access peer reviewed monthly journal. The journal is refereed and follows the ethics and practices of ethical open access publishing. All the manuscripts received for publication passes through extensive double blind peer review process. The journal covers the multidisciplinary areas of Engineering, Technology, Management, Sciences and Humanities. Authors can submit their original manuscripts for peer review. This journal locates in the following adressy: Yavatmal city, 623727, India.

Published Oct 13, 2026

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Vol. 6 No. 6 (2026): JMEA

Farkhod Akhmedov, Toshtemir Abdikhafizovich Khujakulov Halimjon Ergashevich Khujamatov3

Abstract

Efficient monitoring of photovoltaic (PV) modules is essential for sustaining
energy yield and reducing manual inspection effort in solar power plants. Dronebased
infrared (IR) imaging is a practical inspection modality because thermal
anomalies often indicate electrical or physical faults

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