“Proton exchange membrane fuel cells, as a highly promising clean energy technology, have attracted much attention in the field of energy conversion. This article introduces their research progress in state estimation and fault diagnosis. AI technology, with its powerful data processing and pattern recognition capabilities, accurately estimates the state of PEMFCs, effectively diagnoses potential system faults, and provides solutions to improve the reliability and safety of fuel cell systems.”