One of the most effective ways to monitor solar panels for early signs of problems is by using thermal imaging. By visualizing heat patterns and identifying abnormal temperature conditions, infrared inspections allow operators to detect problems before they lead to downtime, production loss, or equipment failure. Unlike traditional centralized power systems, renewable energy assets rely on distributed. onal maintenance requirements. Efficient inspection of components within these stations is crucial. However, the large area of photovoltaic power generation, coupled with a substantial number of photovoltaic panels and complex geographical environments, renders manual inspection methods highly. Abstract—Utility-scale solar arrays require specialized inspection methods for detecting faulty panels. Photovoltaic (PV) panel faults caused by weather, ground leakage, circuit issues, temperature, environment, age, and other damage can take many forms but often symptomatically exhibit temperature. Solar farms are a key investment for diversified power generation. This testing method is employed to Increasing the efficiency of solar cells is one of the key priorities in photovoltaic research.