Title :
A New Diagnostic Model for Identifying Parametric Faults
Author :
Doraiswami, Rajamani ; Diduch, Chris P. ; Tang, Jiong
Author_Institution :
Dept. of Electr. & Comput. Eng., Univ. of New Brunswick, Fredericton, NB, Canada
fDate :
5/1/2010 12:00:00 AM
Abstract :
This paper presents a new approach to failure detection and isolation (FDI) for systems modeled as an interconnection of subsystems that are each subject to parametric faults. This paper develops the concept of a diagnostic model and the concept of a fault emulator which are used to model and parameterize subsystem faults. There are two stages to the FDI scheme. In the first stage there is a requirement to identify the diagnostic model. Once identified, the diagnostic model is used in the second stage to generate a residual. Artifacts within the measured residual are then used as a basis for identifying parametric faults. The scheme is distinct from others as it does not require an online recursive least squares type identifier.
Keywords :
Jacobian matrices; fault diagnosis; interconnected systems; parameter estimation; FDI; diagnostic model concept; failure detection and isolation; least squares method; new diagnostic model; parametric faults identification; subsystems interconnection; Failure detection and isolation (FDI); fault diagnosis; least-squares estimation; parametric faults; parity equations; system identification;
Journal_Title :
Control Systems Technology, IEEE Transactions on
DOI :
10.1109/TCST.2009.2023913