Integrity of materials and structures
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Vol. 20, No. 76 (2026) pp. 17-30
Guided waves with machine learning for structural health monitoring: transparent features and Monte Carlo confidence
Reliable discrimination of small damage states under operational variability requires uncertainty aware Structural Health Monitoring. A pipeline is presented that couples guided wave physics with supervised machine learning to classify…