A new fault identification method based on combined reconstruction contribution plot and structured residual
- Bo Chen,
- Kesheng Wang,
- Xiue Gao,
- ,
- Shifeng Chen,
- Tianshu Zhang
- Lingnan Normal University,
- Norwegian University of Science and Technology,
- ,
- ,
- University of Plymouth
Research Output: Chapter in Book/Report/Conference proceeding Chapter Peer-review
Abstract
The existing contribution plot-based reconstruction fault identification methods suffer from low identification accuracy and serious trailing effect. In this paper, a new fault identification method is proposed based on a combination of reconstruction contribution plot and structured residual method. The fault direction vector is calculated by utilizing the structured residual method. The reconstruction contribution plot utilizes the obtained fault direction vector to accurately localize the fault variable, where the fault source can be accurately localized subsequently. The experimental results show that, compared with the traditional PCA and PPCA (PCA based on probability) reconstruction contribution method, this algorithm can accurately identify the fault variables, and reduce the influence of the fault variables on the non-fault variables.
Publication Information
Output type
Research Output: Chapter in Book/Report/Conference proceeding Chapter Peer-review
Host publication Subtitle
Conference proceedingsOriginal language
EnglishArticle number
Chapter 35Pages from-to (Number of pages)
Pages 283-291Publication milestones
- Published - 03/01/2020
Publication status
Published - 03/01/2020
Publisher
Springer, Japan, India, Australia, Germany, United States, United Arab Emirates, Austria, Switzerland, Italy, China, United Kingdom, Netherlands, Brazil, France, SingaporePublication series
- Publication series name: Advanced Manufacturing and Automation IX
ISSN (Print): 1876-1100
ISSN (Electronic): 1876-1119
Volume: 634
ISBN (Print)
9789811523403, 9789811523434ISBN (Electronic)
9789811523410External Publication IDs
- Scopus: 85078411509
Host publication title
Advanced Manufacturing and Automation IX Host publication editors
- Yi Wang
- Kristian Martinsen
- Tao Yu
- Kesheng Wang
