Fault diagnosis method of integrated transmission device based on rough set and bp neural network

Yingshun Li, Qiongqiong Wu, Xiaojian Yi*, Haiyang Liu

*Corresponding author for this work

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

1 Citation (Scopus)

Abstract

As the main part of the transmission system of tank and armored vehicle, the performance of the integrated transmission device directly affects the overall performance of the armored vehicle. Because of the complex working condition of the integrated transmission device, it is very easy to develop fault, so the fault diagnosis of the integrated transmission device is particularly important. When the fault information is incomplete or inconsistent, it is difficult to get the correct conclusion. To solve this problem, a comprehensive fault monitoring system for transmission device is designed, and a fault diagnosis method for transmission device based on rough set and BP neural network is proposed. Based on rough set theory, condition attribute and object reduction are carried out, redundant components and objects are removed, and then the number of layers of neural network and nodes of each layer are determined, and the fault diagnosis system of integrated transmission device is established. Finally, an example is given to prove the prediction results at the beginning.

Original languageEnglish
Title of host publicationProceedings of 2020 International Conference on Sensing, Diagnostics, Prognostics, and Control, SDPC 2020
EditorsYong Qin, Ming J. Zuo, Xiaojian Yi, Limin Jia, Dejan Gjorgjevikj
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages247-251
Number of pages5
ISBN (Electronic)9781728170503
DOIs
Publication statusPublished - 5 Aug 2020
Event4th International Conference on Sensing, Diagnostics, Prognostics, and Control, SDPC 2020 - Virtual, Beijing, China
Duration: 5 Aug 20207 Aug 2020

Publication series

NameProceedings of 2020 International Conference on Sensing, Diagnostics, Prognostics, and Control, SDPC 2020

Conference

Conference4th International Conference on Sensing, Diagnostics, Prognostics, and Control, SDPC 2020
Country/TerritoryChina
CityVirtual, Beijing
Period5/08/207/08/20

Keywords

  • BP neural network
  • fault diagnosis
  • integrated transmission device
  • rough set

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