FaultDiffusion: Few-Shot Fault Time Series Generation with Diffusion Model

Yi Xu, Zhigang Chen, Rui Wang +4

In industrial equipment monitoring, fault diagnosis is critical for ensuring system reliability and enabling predictive maintenance. However, the scarcity of fault data, due to the…