Title :
A model based fault detection scheme for nonlinear multivariable discrete-time systems
Author :
Thumati, Balaje T. ; Sarangapani, Jagannathan
Author_Institution :
Dept. of Electr. & Comput. Eng., Missouri Univ. of Sci. & Technol., Rolla, MO
Abstract :
In this paper, a novel robust scheme is developed for detecting faults in nonlinear discrete time multi-input and multi-output systems in contrast with the available schemes that are developed in continuous-time. Both state and output faults are addressed by considering separate time profiles. The faults, which could be incipient or abrupt, are modeled using input and output signals of the system. By using nonlinear estimation techniques, the discrete-time system is monitored online. Once a fault is detected, its dynamics are characterized using an online approximator. A stable parameter update law is developed for the online approximator scheme in discrete-time. The robustness, sensitivity, and performance of the fault detection scheme are demonstrated mathematically. Finally, a continuous stir tank reactor (CSTR) is used as a simulation example to illustrate the performance of the fault detection scheme.
Keywords :
MIMO systems; discrete time systems; fault diagnosis; multivariable control systems; nonlinear control systems; nonlinear dynamical systems; nonlinear estimation; robust control; CSTR; continuous stir tank reactor; model based fault detection scheme; multiinput multioutput system; nonlinear dynamical system; nonlinear estimation; nonlinear multivariable discrete-time system; online approximator; robust control; stable parameter update law; Discrete time systems; Electrical fault detection; Fault detection; Function approximation; Hydraulic actuators; Monitoring; Nonlinear systems; Robustness; Stability; Time measurement; adpative estimation; fault detection; multivariable system; nonlinear discrete time system;
Conference_Titel :
Systems, Man and Cybernetics, 2008. SMC 2008. IEEE International Conference on
Conference_Location :
Singapore
Print_ISBN :
978-1-4244-2383-5
Electronic_ISBN :
1062-922X
DOI :
10.1109/ICSMC.2008.4811580