Robust Adaptive Fault Estimation for a Class of Nonlinear Systems Subject to Multiplicative Faults

In this paper, a fault estimation problem for a class of nonlinear systems subject to multiplicative faults and unknown disturbances is investigated. Multiplicative faults usually mixed with system states and inputs can cause additional complexity in the design of fault estimator due to parameter ch...

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Published inCircuits, systems, and signal processing Vol. 31; no. 6; pp. 2035 - 2046
Main Authors Gao, Chunyan, Duan, Guangren
Format Journal Article
LanguageEnglish
Published Boston SP Birkhäuser Verlag Boston 01.12.2012
Springer Nature B.V
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Abstract In this paper, a fault estimation problem for a class of nonlinear systems subject to multiplicative faults and unknown disturbances is investigated. Multiplicative faults usually mixed with system states and inputs can cause additional complexity in the design of fault estimator due to parameter changes within process. Especially for the nonlinear system corrupted with unknown disturbances, it is not an easy work to distinguish the real fault factor from the mixed term. Under the nonlinear Lipschitz condition, the proposed robust adaptive fault estimation approach not only estimates the multiplicative faults and system states simultaneously, but also extracts the real effect of the faults. Meanwhile, the effect of disturbances is restricted to an L 2 gain performance criteria which can be formulated into the basic feasibility problem of a linear matrix inequality (LMI). In order to reduce the conservatism of the proposed method, a relaxing Lipschitz matrix is introduced. Finally, an illustrative example is applied to verify the efficiency of the proposed robust adaptive estimation scheme.
AbstractList In this paper, a fault estimation problem for a class of nonlinear systems subject to multiplicative faults and unknown disturbances is investigated. Multiplicative faults usually mixed with system states and inputs can cause additional complexity in the design of fault estimator due to parameter changes within process. Especially for the nonlinear system corrupted with unknown disturbances, it is not an easy work to distinguish the real fault factor from the mixed term. Under the nonlinear Lipschitz condition, the proposed robust adaptive fault estimation approach not only estimates the multiplicative faults and system states simultaneously, but also extracts the real effect of the faults. Meanwhile, the effect of disturbances is restricted to an L 2 gain performance criteria which can be formulated into the basic feasibility problem of a linear matrix inequality (LMI). In order to reduce the conservatism of the proposed method, a relaxing Lipschitz matrix is introduced. Finally, an illustrative example is applied to verify the efficiency of the proposed robust adaptive estimation scheme.
In this paper, a fault estimation problem for a class of nonlinear systems subject to multiplicative faults and unknown disturbances is investigated. Multiplicative faults usually mixed with system states and inputs can cause additional complexity in the design of fault estimator due to parameter changes within process. Especially for the nonlinear system corrupted with unknown disturbances, it is not an easy work to distinguish the real fault factor from the mixed term. Under the nonlinear Lipschitz condition, the proposed robust adaptive fault estimation approach not only estimates the multiplicative faults and system states simultaneously, but also extracts the real effect of the faults. Meanwhile, the effect of disturbances is restricted to an L sub(2) gain performance criteria which can be formulated into the basic feasibility problem of a linear matrix inequality (LMI). In order to reduce the conservatism of the proposed method, a relaxing Lipschitz matrix is introduced. Finally, an illustrative example is applied to verify the efficiency of the proposed robust adaptive estimation scheme.
In this paper, a fault estimation problem for a class of nonlinear systems subject to multiplicative faults and unknown disturbances is investigated. Multiplicative faults usually mixed with system states and inputs can cause additional complexity in the design of fault estimator due to parameter changes within process. Especially for the nonlinear system corrupted with unknown disturbances, it is not an easy work to distinguish the real fault factor from the mixed term. Under the nonlinear Lipschitz condition, the proposed robust adaptive fault estimation approach not only estimates the multiplicative faults and system states simultaneously, but also extracts the real effect of the faults. Meanwhile, the effect of disturbances is restricted to an L ^sub 2^ gain performance criteria which can be formulated into the basic feasibility problem of a linear matrix inequality (LMI). In order to reduce the conservatism of the proposed method, a relaxing Lipschitz matrix is introduced. Finally, an illustrative example is applied to verify the efficiency of the proposed robust adaptive estimation scheme.[PUBLICATION ABSTRACT]
Author Gao, Chunyan
Duan, Guangren
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  givenname: Guangren
  surname: Duan
  fullname: Duan, Guangren
  organization: Center for Control Theory and Guidance Technology, Harbin Institute of Technology
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Keywords Lipschitz nonlinear systems
Multiplicative fault
Adaptive estimator
Fault estimation
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– reference: FrankP.M.Fault diagnosis in dynamic systems using analytical and knowledge-based redundancy—a survey and some new resultsAutomatica19902634594740713.9305210.1016/0005-1098(90)90018-D
– reference: YanX.G.EdwardsC.Nonlinear robust fault reconstruction and estimation using a sliding mode observerAutomatica20074391605161423270731128.9338910.1016/j.automatica.2007.02.008
– reference: DuanG.R.PattonR.J.Robust fault detection using Luenberger-type unknown input observers—a parametric approachInt. J. Syst. Sci.200132453354019605351019.94040
– reference: PersisC.D.IsidoriA.A geometric approach to nonlinear fault detection and isolationIEEE Trans. Autom. Control20014668538651009.9300310.1109/9.928586
– reference: PhanomchoengG.RajamaniR.Observer design for Lipschitz nonlinear systems using Riccati equationsAmerican Control Conference201060606065
– reference: XuA.ZhangQ.Nonlinear system fault diagnosis based on adaptive estimationAutomatica19944071181119310.1016/j.automatica.2004.02.018
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– reference: JiangB.StaroswieckiM.CocquempotV.Fault accommodation for nonlinear dynamic systemsIEEE Trans. Autom. Control200651915781583226014010.1109/TAC.2006.878732
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– reference: BoskovicJ.D.BergstromS.E.MehraR.K.Robust integrated flight control design under failures, damage, and state-dependent disturbancesJ. Guid. Control Dyn.200528590291710.2514/1.11272
– reference: IsermannR.Model-based fault-detection and diagnosis-status and applicationsAnnu. Rev. Control2005291718510.1016/j.arcontrol.2004.12.002
– reference: TanC.P.EdwardsC.Multiplicative fault reconstruction using sliding mode observers5th Asian Control Conference2004957962
– reference: ZhangY.JiangJ.Bibliographical review on reconfigurable fault-tolerant control systemsAnnu. Rev. Control200832222925210.1016/j.arcontrol.2008.03.008
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– reference: DingS.X.Model-Based Fault Diagnosis Techniques: Design Schemes, Algorithms, and Tools2008BerlinSpringer
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Snippet In this paper, a fault estimation problem for a class of nonlinear systems subject to multiplicative faults and unknown disturbances is investigated....
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SubjectTerms Adaptive systems
Circuits and Systems
Computational efficiency
Computing time
Disturbances
Dynamical systems
Electrical Engineering
Electronics and Microelectronics
Engineering
Fault diagnosis
Faults
Instrumentation
Lipschitz condition
Nonlinear dynamics
Nonlinear systems
Robust control
Signal,Image and Speech Processing
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Title Robust Adaptive Fault Estimation for a Class of Nonlinear Systems Subject to Multiplicative Faults
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