Interpretable and physics-informed graph neural modeling for intelligent damage localization in CFRP composites
Xinming Li, Jinrui Zhang, Kehui Zhu, Qingrui Hu, Lingyu Sun, Jiawei Gu, Wenhan Lyu, Yanxue Wang
Topics & Concepts
Computer scienceStructural health monitoringGraphBelief propagationFeature learningScalabilityMultiscale modelingAdjacency matrixAlgorithmArtificial intelligenceInferencePropagation of uncertaintyEncoderRepresentation (politics)Regularization (linguistics)Topology (electrical circuits)Theoretical computer scienceMaterials scienceNode (physics)Uncertainty quantificationModular designArtificial neural networkDecoding methodsBayesian inferenceDeep learningProbabilistic logicEmbeddingCarbon fiber reinforced polymerMachine learningInverse problemSkewBoundary value problemWave propagationUltrasonics and Acoustic Wave PropagationStructural Health Monitoring TechniquesModel Reduction and Neural Networks