This repository provides the code implementations of SWT and other models, as well as acoustic signal data collected during the operation of a centrifugal pump with various levels of blade faults. To use the dataset, please contact 220231995@seu.edu.cn. If you have any questions about the code, you can also contact 220231995@seu.edu.cn. The remaining code is being uploaded.