The UAV Monitoring for Solar Panels system is an advanced solution that uses unmanned aerial vehicles (UAVs) to inspect and monitor the performance of large-scale solar panel installations. Equipped with thermal and optical cameras, UAVs can quickly detect hotspots, connection faults, cracks, or shading issues that reduce panel efficiency. With flexible flight capabilities, the system can survey thousands of panels in a short time without shutting down operations or requiring manual climbing. The collected data is processed by AI-powered software to generate early warnings and detailed reports for the maintenance team. This not only improves accuracy but also significantly reduces maintenance time and costs. UAVs can also be deployed for routine inspections and post-disaster assessments, ensuring safe and consistent system performance. It represents a major advancement in modernizing the management and maintenance of renewable energy farms.