Tracking setpoint robust model predictive control for input saturated and softened state constraints

This paper starts with a brief review of robust model predictive control (RMPC) schemes for uncertain systems using linear matrix inequalities (LMIs) subject to input saturated and softened state constraints. However when RMPC has both input and state constraints, difficulties will arise due to the...

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Published inInternational journal of control, automation, and systems Vol. 9; no. 5; pp. 958 - 965
Main Authors Minh, Vu Trieu, Hashim, Fakhruldin Bin Mohd
Format Journal Article
LanguageEnglish
Published Heidelberg Institute of Control, Robotics and Systems and The Korean Institute of Electrical Engineers 01.10.2011
Springer Nature B.V
제어·로봇·시스템학회
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ISSN1598-6446
2005-4092
DOI10.1007/s12555-011-0517-4

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Abstract This paper starts with a brief review of robust model predictive control (RMPC) schemes for uncertain systems using linear matrix inequalities (LMIs) subject to input saturated and softened state constraints. However when RMPC has both input and state constraints, difficulties will arise due to the inability to satisfy the state constraints. In this paper, we develop two new tracking setpoint RMPC schemes with common Lyapunov function and with zero terminal equality subject to input saturated and softened state constraints. A brief comparative simulation of the two new RMPC schemes is implemented via examples to demonstrate the ability of the new RMPC schemes.
AbstractList This paper starts with a brief review of robust model predictive control (RMPC) schemes for uncertain systems using linear matrix inequalities (LMIs) subject to input saturated and softened state constraints. However when RMPC has both input and state constraints, difficulties will arise due to the inability to satisfy the state constraints. In this paper, we develop two new tracking setpoint RMPC schemes with common Lyapunov function and with zero terminal equality subject to input saturated and softened state constraints. A brief comparative simulation of the two new RMPC schemes is implemented via examples to demonstrate the ability of the new RMPC schemes.
This paper starts with a brief review of robust model predictive control (RMPC) schemes for uncertain systems using linear matrix inequalities (LMIs) subject to input saturated and softened state constraints. However when RMPC has both input and state constraints, difficulties will arise due to the inability to satisfy the state constraints. In this paper, we develop two new tracking setpoint RMPC schemes with common Lyapunov function and with zero terminal equality subject to input saturated and softened state constraints. A brief comparative simulation of the two new RMPC schemes is implemented via examples to demonstrate the ability of the new RMPC schemes. KCI Citation Count: 9
This paper starts with a brief review of robust model predictive control (RMPC) schemes for uncertain systems using linear matrix inequalities (LMIs) subject to input saturated and softened state constraints. However when RMPC has both input and state constraints, difficulties will arise due to the inability to satisfy the state constraints. In this paper, we develop two new tracking setpoint RMPC schemes with common Lyapunov function and with zero terminal equality subject to input saturated and softened state constraints. A brief comparative simulation of the two new RMPC schemes is implemented via examples to demonstrate the ability of the new RMPC schemes.[PUBLICATION ABSTRACT]
Author Minh, Vu Trieu
Hashim, Fakhruldin Bin Mohd
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Cites_doi 10.1016/S0005-1098(00)00166-7
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Keywords robust model predictive control
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softened state constraints
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MinhV. T.AfzulpurkarN.Robust model predictive control for input saturated and softened state constraintsAsian Journal of Control200573323329
F. Allgower, et al., “Nonlinear predictive control and moving horizon estimation — an introductory overview,” In Advances in Control: Cont. Conf., London, pp. 391–449, 1999.
CasavolaA.MoscaE.A correction to minmax predictive control strategies for input-saturated polytopic uncertain systemsAutomatica200743238438522818451110.9302410.1016/j.automatica.2006.10.001
MinhV. T.HashimF.Time forward observer based adaptive controller for a teleoperation systemInternational Journal of Control, Automation, and Systems20119347047710.1007/s12555-011-0306-0
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MagniL.NijmeijerH.van de SchaftA.A receding-horizon approach to the nonlinear h∞ control problemAutomatica200137342943518439940976.9301810.1016/S0005-1098(00)00166-7
MinhV. T.AfzulpurkarN.A comparative study on computational schemes for nonlinear model predictive controlAsian Journal of Control200684324331238298510.1111/j.1934-6093.2006.tb00284.x
CasavolaA.GiannelliM.MoscaE.Minmax predictive control strategies for input-saturated polytopic uncertain systemsAutomatica200036112513318336800939.9350610.1016/S0005-1098(99)00112-0
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MayneD.MichalskaH.Robust receeding horizon control of constrained nonlinear systemsProc. IEEE.1993381623163312500340790.93038
RawlingsJ.Tutorial overview of model predictive controlIEEE Contr. Syst. Mag.20002033862157346110.1109/37.845037
HenrionD.ArzelierD.PeaucelleD.SebekM.An LMI condition for robust stability of polynomial matrix polytopesAutomatica200137346146818439900982.9305710.1016/S0005-1098(00)00170-9
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KothareM.BalakrishmanV.MorariM.Robust constrained model predictive control using linear matrix inequalitiesAutomatica199632136113790897.9302310.1016/0005-1098(96)00063-5
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V. T. Minh (517_CR10) 2006; 8
A. Casavola (517_CR17) 2007; 43
P. Scokaert (517_CR11) 1998; 43
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V. T. Minh (517_CR16) 2005; 7
M. Rami (517_CR3) 2000; 45
D. Mayne (517_CR5) 1993; 38
J. Rawlings (517_CR6) 2000; 20
M. Morari (517_CR7) 1999; 23
V. T. Minh (517_CR20) 2011; 9
M. Kothare (517_CR14) 1996; 32
A. Casavola (517_CR15) 2000; 36
J. Primbes (517_CR13) 2001; 37
V. T. Minh (517_CR21) 2011; 9
D. Henrion (517_CR12) 2001; 37
L. Magni (517_CR2) 2001; 37
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References_xml – reference: DingB.Properties of parameter-dependent openloop MPC for uncertain systems with politopic descriptionAsian Journal of Control201012158702676771
– reference: MinhV. T.AwangM.ParmanS.Conditions for stabilizability of linear switched systemsInternational Journal of Control, Automation, and Systems20119113914410.1007/s12555-011-0118-2
– reference: RawlingsJ.Tutorial overview of model predictive controlIEEE Contr. Syst. Mag.20002033862157346110.1109/37.845037
– reference: KeerthiS.GilbertE.Optimal infinite horizon feedback laws for a general class of constrained discrete time systems: stability and moving horizon approximationsJ. Optim. Theory Appl.199857226529393887510.1007/BF00938540
– reference: F. Allgower, et al., “Nonlinear predictive control and moving horizon estimation — an introductory overview,” In Advances in Control: Cont. Conf., London, pp. 391–449, 1999.
– reference: MinhV. T.AfzulpurkarN.A comparative study on computational schemes for nonlinear model predictive controlAsian Journal of Control200684324331238298510.1111/j.1934-6093.2006.tb00284.x
– reference: MagniL.NijmeijerH.van de SchaftA.A receding-horizon approach to the nonlinear h∞ control problemAutomatica200137342943518439940976.9301810.1016/S0005-1098(00)00166-7
– reference: KothareM.BalakrishmanV.MorariM.Robust constrained model predictive control using linear matrix inequalitiesAutomatica199632136113790897.9302310.1016/0005-1098(96)00063-5
– reference: PrimbesJ.The analysis of optimization based on controllersAutomatica2001376933938183460310.1016/S0005-1098(01)00036-X
– reference: MinhV. T.NitinA.MohamadW.Fault detection and control of process systemMathematical Problem in Engineering2007200720
– reference: CasavolaA.MoscaE.A correction to minmax predictive control strategies for input-saturated polytopic uncertain systemsAutomatica200743238438522818451110.9302410.1016/j.automatica.2006.10.001
– reference: MorariM.LeeJ.Model predictive control: past, present and futureComput. Chem. Eng.1999234–566768210.1016/S0098-1354(98)00301-9
– reference: MayneD.MichalskaH.Robust receeding horizon control of constrained nonlinear systemsProc. IEEE.1993381623163312500340790.93038
– reference: ScokaertP.MayneD.Min-max feedback model predictive control for constrained linear systemsIEEE Trans. Automat. Contr.19984381136114216364670957.9303410.1109/9.704989
– reference: HenrionD.ArzelierD.PeaucelleD.SebekM.An LMI condition for robust stability of polynomial matrix polytopesAutomatica200137346146818439900982.9305710.1016/S0005-1098(00)00170-9
– reference: RamiM.ZhouX.Linear matrix inequalities, Riccati equations, and indefinite stochastic linear quadratic controlsIEEE Trans. Automat. Contr.20004561131114317783710981.9308010.1109/9.863597
– reference: CasavolaA.GiannelliM.MoscaE.Minmax predictive control strategies for input-saturated polytopic uncertain systemsAutomatica200036112513318336800939.9350610.1016/S0005-1098(99)00112-0
– reference: MinhV. T.HashimF.Time forward observer based adaptive controller for a teleoperation systemInternational Journal of Control, Automation, and Systems20119347047710.1007/s12555-011-0306-0
– reference: MinhV. T.AfzulpurkarN.Robust model predictive control for input saturated and softened state constraintsAsian Journal of Control200573323329
– reference: Q. Zheng and M. Morari, “Robust stability of constrained model predictive control,” Proc. Amer. Contr. Confr., San Francisco, CA, U.S.A, pp. 379–383, 1993.
– reference: H. Chen and F. Allgower, Nonlinear Model Predictive Control Schemes with Guaranteed Stability, Kluwer Academic Publisher, U.S.A., pp. 456–494, 1998.
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Snippet This paper starts with a brief review of robust model predictive control (RMPC) schemes for uncertain systems using linear matrix inequalities (LMIs) subject...
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SubjectTerms Comparative analysis
Control
Control systems
Engineering
Equality
Linear matrix inequalities
Lyapunov functions
Mathematical models
Mechatronics
Predictive control
Robotics
Simulation
Studies
Systems stability
Technical Notes and Correspondence
Terminals
Tracking
제어계측공학
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Title Tracking setpoint robust model predictive control for input saturated and softened state constraints
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