Adaptive staged remaining useful life prediction method based on multi-sensor and multi-feature fusion

•This paper proposes a RUL prediction framework from data fusion to staged predict.•A MSMFF method is proposed for the fusion of multiple degraded information.•An ASP method is proposed for component staged prediction.•Different parameter-solving methods are integrated to facilitate the solution of parameters.•Two groups of experiments were completed to verify the effectiveness of the method.