Table 6 Pseudocode of the edge AI inference pipeline deployed on the drone unit. The pipeline processes synchronized thermal and lidar data streams using CNN-LSTM models for real-time fault classification and localization under embedded hardware constraints.

From: AI-Integrated autonomous robotics for solar panel cleaning and predictive maintenance using drone and ground-based systems