Title :
Robust fault detection for discrete-time stochastic systems with non-homogeneous jump processes
Author :
Yanyan Yin ; Peng Shi ; Fei Liu ; Kok Lay Teo
Author_Institution :
Key Lab. of Adv. Process Control for Light Ind. (Minist. of Educ.), Jiangnan Univ., Wuxi, China
Abstract :
The problem of robust fault detection (RFD) is studied for a class of discrete-time stochastic systems with non-homogeneous jump processes. First, a filter-based residual signal generator is constructed. To guarantee the sensitivity to faults and robustness against unknown inputs, both H∞ performance and a new performance index are considered. Then an FD filter, which minimises the influences of the disturbances, modelling uncertainties and increases the sensitivity to faults, is designed. A sufficient condition for ensuring the existence of RFD filter in terms of linear-matrix inequalities is established. A simulation is carried out, illustrating that the proposed RFD filter can detect the faults after their occurrences in a timely manner.
Keywords :
H∞ control; discrete time systems; fault diagnosis; filters; linear matrix inequalities; performance index; robust control; signal generators; stochastic systems; FD filter; H∞ performance; RFD filter; discrete-time stochastic systems; filter-based residual signal generator; linear-matrix inequalities; modelling uncertainties; nonhomogeneous jump processes; performance index; robust fault detection;
Journal_Title :
Control Theory & Applications, IET
DOI :
10.1049/iet-cta.2013.0315