Jiao Wang

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

Limited fault samples hinder machinery vibration diagnosis, as traditional augmentation and vanilla diffusion models produce physically inconsistent signals. This work develops a one-dimensional physics-constrained diffusion model for vibration data enhancement using Test Data Management Suite (TDMS) measurements. Afte...