The following describes the RUL prediction process of gear pumps based on the multi-layer Bi-LSTM model. Step 1: Building the HI of gear pumps. Step 2: Dataset partitioning. There were four gear pumps in the experiment, and the training set and testing set were divided alternately. When ...