Bi-directional digital twin prototype anchoring with multi-periodicity learning for few-shot fault diagnosis

Intelligent fault diagnosis (IFD) typically requires abundant labeled data, which are difficult to obtain from physical assets in practical industrial applications. Digital twins (DTs) provide a promising alternative by generating labeled simulation data, while most existing DT-assisted diagnosis me