Title :
Fault tolerant control design for simultaneous actuator and sensor faults using multiple MPCs
Author :
Kanthalakshmi, S. ; Manikandan, V. ; Ramakrishnan, K. ; Devarajan, N.
Author_Institution :
Anna Univ. of Technol., Coimbatore, India
Abstract :
An active fault tolerant control (FTC) scheme to tolerate simultaneous actuator and sensor fault is presented in this paper. The proposed scheme integrates the model predictive control (MPC), fault detector and fuzzy-based switching approach. The possible faults are foreseen and suitable MPCs are designed for each fault case. Kalman filter is used as fault detector. The supervisor on receiving the fault information feeds it to fuzzy classifier where the faults are classified based on residue value. Based on fuzzy classifier output, control configuration is switched on to new control configuration. An example of ball and hoop model is given to illustrate the effectiveness of the proposed method.
Keywords :
Kalman filters; actuators; fault tolerance; fuzzy set theory; pattern classification; predictive control; sensors; Kalman filter; MPC; active fault tolerant control scheme; ball and hoop model; fuzzy classifier output; fuzzy-based switching approach; model predictive control; sensor fault detection; simultaneous actuator; Actuators; Fault detection; Fault tolerance; Fault tolerant systems; Predictive models; Switches; Time measurement; Actuator and Sensor Failure; Fault Tolerant Control; Kalman filter; Model Predictive Control;
Conference_Titel :
TENCON 2011 - 2011 IEEE Region 10 Conference
Conference_Location :
Bali
Print_ISBN :
978-1-4577-0256-3
DOI :
10.1109/TENCON.2011.6129063