A variational transformer for predicting turbopump bearing condition under diverse degradation processes

1Design a multi-branch residual network to construct high reliability HIs.2Propose a variational Transformer for HIs prediction under diverse degradation processes.3Validate the reliability of the proposed HIs using two whole-life bearing dataset.4Demonstrate the superiority of the variational Transformer through two cases’ predictive analysis.