Fig. 6

AI-driven drone-based fault detection workflow integrating thermal and visual data acquisition, CNN-based spatial feature extraction, LSTM-based temporal analysis, and fault classification.

AI-driven drone-based fault detection workflow integrating thermal and visual data acquisition, CNN-based spatial feature extraction, LSTM-based temporal analysis, and fault classification.