Fault diagnosis based on deep learning subject to missing data

@article{Liu2018FaultDB,
  title={Fault diagnosis based on deep learning subject to missing data},
  author={Weibo Liu and Dan Wei and Funa Zhou},
  journal={2018 Chinese Control And Decision Conference (CCDC)},
  year={2018},
  pages={3972-3977}
}
With the development of modern industry and computer technology, deep learning is widely used in the field of fault diagnosis, but it still faces many challenges, such as data missing due to different sampling rate of different sensor or other data packet of dropout of control system network. Observation data with missing values will seriously affect the result of fault diagnosis. Imputation methods such as regression imputation method intend to solve the problem of data missing to a certain… CONTINUE READING