Located in a typical desert climate zone, Qatar has strong solar irradiance, long daily sunshine duration, low cloud cover, and large available space, making it highly suitable for large-scale photovoltaic deployment. This project addresses key challenges for PV operation in hot desert environments, including heavy dust accumulation, panel degradation risk, unsafe and inefficient manual cleaning, and limited suitability of existing robotic cleaning systems. The project proposes a fully autonomous PV cleaning and inspection solution based on portable cleaning robots and multifunction mobile ground vehicles, with integrated AI-enabled inspection, autonomy, and optimized wet/dry cleaning for desert conditions.