Active Fault Tolerant Controller Design using Model Predictive Control

This paper presents an approach for active fault-tolerant control (FTC) design of constrained linear multi input-multi output (MIMO) systems. The proposed approach is based on model predictive control (MPC) and fault estimation scheme. This method uses two optimal observers to estimate the plant states and loss of effectiveness factor of actuators and sensors. A supervisor unit also uses the fault modelling and correction of plant model per sampling time to accommodate simultaneous partial actuator and sensor faults. Also, by using embedded integrator and feedback compensation in MPC formulation, actuator and sensor faults are compensated automatically. The most important advantage of the proposed approach is low on-line computational load, ability to deal with the constraints and all types of faults in control system simultaneously and its simplicity for real applications. Simulation results on active magnetic bearing system show the effectiveness of the proposed approach .

[1]  Panagiotis D. Christofides,et al.  Fault detection and isolation and fault tolerant control of a catalytic alkylation of benzene process , 2012 .

[2]  Lin Li,et al.  FAULT-TOLERANT CONTROL FOR CONSTRAINED LINEAR SYSTEMS BASED ON MPC AND FDI , 2008 .

[3]  Eduardo F. Camacho,et al.  Model Predictive Controllers , 2007 .

[4]  Jin Jiang,et al.  Fault-tolerant control systems: A comparative study between active and passive approaches , 2012, Annu. Rev. Control..

[5]  Kamel Menighed,et al.  Fault tolerant cooperative control: A distributed model predictive control approach , 2011, 2011 19th Mediterranean Conference on Control & Automation (MED).

[6]  Sirish L. Shah,et al.  Design and implementation fault tolerant model predictive control scheme on a simulated model of a three-tank hybrid system , 2010, 2010 Conference on Control and Fault-Tolerant Systems (SysTol).

[7]  R. Bodson,et al.  Multivariable adaptive algorithms for reconfigurable flight control , 1994, Proceedings of 1994 33rd IEEE Conference on Decision and Control.

[8]  Jin Jiang,et al.  Design of reconfigurable control systems using eigenstructure assignments , 1994 .

[9]  Xiaoli Ma,et al.  Adaptive state feedback and tracking control of systems with actuator failures , 2001, IEEE Trans. Autom. Control..

[10]  Mohammad Javad Yazdanpanah,et al.  Integrated nonlinear model predictive fault tolerant control and multiple model based fault detection and diagnosis , 2014 .

[11]  Vicenç Puig,et al.  Fault-Tolerant MPC Control of PEM Fuel Cells , 2008 .

[12]  Robert F. Stengel,et al.  Restructurable control using proportional-integral implicit model following , 1990 .

[13]  Eduardo F. Camacho,et al.  Fault-tolerant model predictive control , 2010, 2010 IEEE 15th Conference on Emerging Technologies & Factory Automation (ETFA 2010).

[14]  Youmin Zhang,et al.  Integrated active fault-tolerant control using IMM approach , 2001 .

[15]  J. J van den Boom Model predictive control , 2002 .

[16]  Thomas Lombaerts,et al.  Fault-tolerant control using dynamic inversion and model-predictive control applied to an aerospace benchmark ⋆ , 2008 .

[17]  Jovan D. Boskovic,et al.  A stable scheme for automatic control reconfiguration in the presence of actuator failures , 1998, Proceedings of the 1998 American Control Conference. ACC (IEEE Cat. No.98CH36207).

[18]  Panagiotis D. Christofides,et al.  Detection, isolation and handling of actuator faults in distributed model predictive control systems , 2010 .

[19]  E. Badreddin,et al.  Application of model predictive control for fault tolerant system using dynamic safety margin , 2006, 2006 American Control Conference.

[20]  J. Quevedo,et al.  Fault Tolerant Model Predictive Control applied on the Barcelona Sewer Network , 2005, Proceedings of the 44th IEEE Conference on Decision and Control.

[21]  Alberto Bemporad,et al.  The explicit linear quadratic regulator for constrained systems , 2003, Autom..

[22]  Liuping Wang,et al.  Model Predictive Control System Design and Implementation Using MATLAB , 2009 .

[23]  Prashant Mhaskar,et al.  Lyapunov-based model predictive control of stochastic nonlinear systems , 2012, Autom..

[24]  S. Kanthalakshmi,et al.  Fault Tolerant Control Design for Simultaneous Actuator and Sensor Faults Using Multiple MPCs , 2011 .

[25]  Karim Salahshoor,et al.  A new Fault Toletant Nonlinear Model Predictive Controller based on an adaptive extended kalman filter , 2010, 2010 2nd International Conference on Advanced Computer Control.

[26]  João Miguel da Costa Sousa,et al.  Fault tolerant control using a fuzzy predictive approach , 2012, Expert Syst. Appl..

[27]  J. Hellendoom,et al.  Fault-tolerant model-based predictive control using multiple Takagi-Sugeno fuzzy models , 2002, 2002 IEEE World Congress on Computational Intelligence. 2002 IEEE International Conference on Fuzzy Systems. FUZZ-IEEE'02. Proceedings (Cat. No.02CH37291).

[28]  A Gambier,et al.  Fault-tolerant control of a small reverse osmosis desalination plant with feed water bypass , 2010, Proceedings of the 2010 American Control Conference.

[29]  William R. Perkins,et al.  Design of reliable control systems , 1992 .

[30]  Jianliang Wang,et al.  Reliable Hinfinity controller design for linear systems , 2001, Autom..

[31]  Karim Salahshoor,et al.  Fault diagnosis and accommodation of nonlinear systems based on multiple-model adaptive unscented Kalman filter and switched MPC and H-infinity loop-shaping controller , 2012 .

[32]  Youmin Zhang,et al.  Bibliographical review on reconfigurable fault-tolerant control systems , 2003, Annu. Rev. Control..