Relevance vector machine is currently one of the most concerned new generation pattern recognition technologies. The fault diagnosis methods and application prospects based on RVM were described. The classification and regression models of RVM and its research progress at home and abroad were introduced.The application research of RVM in fault diagnosis, degradation assessment and life prediction so far were summarized. The drawbacks of RVM method in fault diagnosis and the trend of future research were analyzed.