Recursive Identification Algorithm for Parity Space Based Fault Detection Systems
7th IFAC Symposium on Fault Detection, Supervision and Safety of Technical Processes, SAFEPROCESS 2009, 30.06.-03.07.2009, Barcelona, Spain
In: IFAC Proceedings Volumes, Vol. 42 (2009), No. 8, pp. 312 - 317
2009article/chapter in journal
TechnologyFaculty of Engineering » Engineering and Information Technology » Automatic Control and Complex Systems
Title in English:
Recursive Identification Algorithm for Parity Space Based Fault Detection Systems
Conference
7th IFAC Symposium on Fault Detection, Supervision and Safety of Technical Processes, SAFEPROCESS 2009, 30.06.-03.07.2009, Barcelona, Spain
Author:
Naik, Amol S.
- Other
- corresponding author
- GND
- 134302427
- LSF ID
- 2347
- ORCID
- 0000-0002-5149-5918
- Other
- connected with university
Year of publication:
2009
Language of text:
English
Type of resource:
Text
Abstract:
The problem of recursively identifying parity space in the framework of subspace technique is studied. Updating the entire singular value decomposition, a crucial step in identification, is computationally burdensome and sometimes not even feasible. Hence a recursive eigenvalue decomposition based identification method is recommended in the literature. The algorithm developed here updates the eigenstructure of covariance matrix of input and output data after every new measurement and gives a new parity space. The method improves the fault detection performance against uncertain parameter variations and in non-stationary noise environment. The proposed algorithm is applied to hybrid simulation platform of continuous stirred tank reactor.