... features in a noisy environment and improve the diagnostic accuracy, a fault diagnosis model based on the Visibility Graph algorithm and Graph Transformer is proposed. Design/methodology/approach This paper proposes a fault diagnosis model based on Visibility Graph algorithm and Graph Transformer...