A label description space embedded model for zero-shot intelligent diagnosis of mechanical compound faults

•A zero-shot intelligent diagnosis method for mechanical compound faults is proposed.•A label description space is built to represent the semantic relationship among different fault patterns.•A new method is proposed to calculate prototypes of health conditions in the label description space.•A label description space embedded model is proposed for unseen compound fault diagnosis.