WaveGraphNet: Physics-Consistent Guided-Wave Damage Localization through Coupled Inverse-Forward Graph Learning

In three linesWaveGraphNet is a coupled inverse-forward graph learning framework for guided-wave damage localization in CFRP plates. The model represents piezoelectric transducers as graph nodes and uses a forward branch as a physics-consistent regularizer to improve generalization to unseen regions of the structure.

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