Open access
2026
Enhancing Industrial Fault Diagnosis: A Probabilistic Expert System With LLM-Augmented Validation
Results indicate that confidence-based expert-first routing can preserve interpretability while providing a controlled pathway for LLM assistance when symbolic evidence is weak or incomplete, and to improve external validity.
Yunqi Li, Xin Tang, Yin-Bo Dai et al.
· IEEE Access · 0 citations