Abstract Damage mechanism identification has scientific and practical ramifications for the structural health monitoring, design, application of composite systems. Recent advances in machine learning uncover pathways to identify waveform-damage relationship higher-dimensional spaces a comprehensive understanding damage evolution. This review evaluates state field, beginning with physics-based a...