Changchun He

Power Bond graph-embedded causal flow-aware graph neural network for fault localization of electro-hydraulic systems

To achieve precise fault localization for electro-hydraulic systems of mechanical, a Causal Flow-aware Graph Neural Network (CFAGNN) is proposed, which integrates power bond graph topology with deep learning. A power bond graph model is constructed to characterize energy transfer mechanisms and clarify dynamic coupling...