Jiao Wang

Research on physics-constrained diffusion models for data augmentation of vibration signals

This work develops a one-dimensional physics-constrained diffusion model for vibration data enhancement using Test Data Management Suite measurements and generates physically consistent vibration samples and provides a potential augmentation source for subsequent fault-diagnosis tasks under limited data conditions.