A novel multi-scale CNN and attention mechanism method with multi-sensor signal for remaining useful life prediction

•A novel pre-processing method is proposed for remaining useful life prediction.•Multi-scale convolutional neural network and attention mechanism are developed.•The experimental results verify the validity of the proposed method.