TY - JOUR
T1 - A class of observer-based fault diagnosis schemes under closed-loop control
T2 - performance evaluation and improvement
AU - Liu, Yang
AU - Wang, Zidong
AU - He, Xiao
AU - Zhou, Donghua
N1 - Publisher Copyright:
© The Institution of Engineering and Technology 2016.
PY - 2017/1/1
Y1 - 2017/1/1
N2 - This study deals with a fundamental issue of evaluating the performance of widely used fault detection and diagnosis (FDD) schemes within a closed-loop framework. The focus is to examine how certain implemented controller would impact on the FDD performance and how such performance can be further improved. For this purpose, the authors consider the FDD problem for a class of linear discrete-time systems (with and without unknown disturbances) under typical proportional-integral control using observer-based methods. It is revealed that some existing observer-based FDD approaches are no longer applicable in the closed-loop situation due to the feedback control. To solve the problem, by appropriately modifying the structure and re-designing the parameters of the observers, it is proven that the dynamics of closed-loop residuals can be made identical with those of the residuals obtained with known control inputs at each time step. A numerical example is provided to show the effectiveness of the proposed algorithm.
AB - This study deals with a fundamental issue of evaluating the performance of widely used fault detection and diagnosis (FDD) schemes within a closed-loop framework. The focus is to examine how certain implemented controller would impact on the FDD performance and how such performance can be further improved. For this purpose, the authors consider the FDD problem for a class of linear discrete-time systems (with and without unknown disturbances) under typical proportional-integral control using observer-based methods. It is revealed that some existing observer-based FDD approaches are no longer applicable in the closed-loop situation due to the feedback control. To solve the problem, by appropriately modifying the structure and re-designing the parameters of the observers, it is proven that the dynamics of closed-loop residuals can be made identical with those of the residuals obtained with known control inputs at each time step. A numerical example is provided to show the effectiveness of the proposed algorithm.
KW - discrete time systems
KW - linear systems
KW - observers
KW - control system synthesis
KW - closed loop system
KW - PI control
KW - feedback
KW - feedback control
KW - observer-based methods
KW - proportional-integral control
KW - linear discrete-time systems
KW - performance improvement
KW - performance evaluation
KW - closed-loop residuals
KW - FDD schemes
KW - fault detection and diagnosis schemes
UR - http://www.scopus.com/inward/record.url?scp=85007328690&partnerID=8YFLogxK
U2 - 10.1049/iet-cta.2016.0504
DO - 10.1049/iet-cta.2016.0504
M3 - Article
AN - SCOPUS:85007328690
VL - 11
SP - 135
EP - 141
JO - IET Control Theory and Applications
JF - IET Control Theory and Applications
SN - 1751-8644
IS - 1
ER -