Comparison of Different Fault Detection Statistics Detectability in PCA
Authors
Tian Qiu, Xiaojing Bai
Corresponding Author
Tian Qiu
Available Online August 2012.
- DOI
- 10.2991/iccasm.2012.117How to use a DOI?
- Keywords
- process monitoring, fault detection, Principal component analysis
- Abstract
Detectability of the sensor fault detection system is the basic criteria for selecting of different fault detection statistics. and in MPCA are compared with . The complementary among them is analyzed qualitatively. Results of power plant data simulation show that and in MPCA can improve sensor fault detection, but is still better for some sensors. Combination of , and can improve sensor fault detectability of PCA-based fault detection system.
- Copyright
- © 2012, the Authors. Published by Atlantis Press.
- Open Access
- This is an open access article distributed under the CC BY-NC license (http://creativecommons.org/licenses/by-nc/4.0/).
Cite this article
TY - CONF AU - Tian Qiu AU - Xiaojing Bai PY - 2012/08 DA - 2012/08 TI - Comparison of Different Fault Detection Statistics Detectability in PCA BT - Proceedings of the 2012 International Conference on Computer Application and System Modeling (ICCASM 2012) PB - Atlantis Press SP - 462 EP - 465 SN - 1951-6851 UR - https://doi.org/10.2991/iccasm.2012.117 DO - 10.2991/iccasm.2012.117 ID - Qiu2012/08 ER -