Adaptive fuzzy terminal sliding mode control for a class of MIMO uncertain nonlinear systems

This paper presents a new adaptive terminal sliding mode tracking control design for a class of nonlinear systems using fuzzy logic system. The terminal sliding mode control (TSM) was developed to provide faster convergence and higher-precision control than the linear hyperplane-based sliding contro...

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Published inFuzzy sets and systems Vol. 179; no. 1; pp. 34 - 49
Main Authors Nekoukar, V., Erfanian, A.
Format Journal Article
LanguageEnglish
Published Kidlington Elsevier B.V 16.09.2011
Elsevier
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Online AccessGet full text
ISSN0165-0114
1872-6801
DOI10.1016/j.fss.2011.05.009

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Abstract This paper presents a new adaptive terminal sliding mode tracking control design for a class of nonlinear systems using fuzzy logic system. The terminal sliding mode control (TSM) was developed to provide faster convergence and higher-precision control than the linear hyperplane-based sliding control. However, the original TSM encountered singularity problem with discontinuous control action. Moreover, a prior knowledge about the plant to be controlled is required. The proposed controller combines a continuous non-singular TSM with an adaptive learning algorithm and fuzzy logic system to estimate the dynamics of the controlled plant so that closed-loop stability and finite-time convergence of tracking errors can be guaranteed. The performance of the proposed control strategy is evaluated through the control of a two-link rigid robotic manipulator. Finally, the effectiveness of the proposed scheme is demonstrated through the control of the ankle and knee movements in paraplegic subjects using functional electrical stimulation. Simulation and experimental results verify that the proposed control strategy can achieve favorable control performance with regard to system parameter variations and external disturbances. ► We propose an adaptive continuous nonsingular terminal sliding mode control. ► The dynamics of the plant is identified on-line requiring no off-line learning phase. ► Closed-loop stability and finite time convergence of tracking error are guaranteed. ► The simulation and experimental results show the higher-precision tracking control. ► The robustness with regard to system parameter variations and disturbance is achieved.
AbstractList This paper presents a new adaptive terminal sliding mode tracking control design for a class of nonlinear systems using fuzzy logic system. The terminal sliding mode control (TSM) was developed to provide faster convergence and higher-precision control than the linear hyperplane-based sliding control. However, the original TSM encountered singularity problem with discontinuous control action. Moreover, a prior knowledge about the plant to be controlled is required. The proposed controller combines a continuous non-singular TSM with an adaptive learning algorithm and fuzzy logic system to estimate the dynamics of the controlled plant so that closed-loop stability and finite-time convergence of tracking errors can be guaranteed. The performance of the proposed control strategy is evaluated through the control of a two-link rigid robotic manipulator. Finally, the effectiveness of the proposed scheme is demonstrated through the control of the ankle and knee movements in paraplegic subjects using functional electrical stimulation. Simulation and experimental results verify that the proposed control strategy can achieve favorable control performance with regard to system parameter variations and external disturbances.
This paper presents a new adaptive terminal sliding mode tracking control design for a class of nonlinear systems using fuzzy logic system. The terminal sliding mode control (TSM) was developed to provide faster convergence and higher-precision control than the linear hyperplane-based sliding control. However, the original TSM encountered singularity problem with discontinuous control action. Moreover, a prior knowledge about the plant to be controlled is required. The proposed controller combines a continuous non-singular TSM with an adaptive learning algorithm and fuzzy logic system to estimate the dynamics of the controlled plant so that closed-loop stability and finite-time convergence of tracking errors can be guaranteed. The performance of the proposed control strategy is evaluated through the control of a two-link rigid robotic manipulator. Finally, the effectiveness of the proposed scheme is demonstrated through the control of the ankle and knee movements in paraplegic subjects using functional electrical stimulation. Simulation and experimental results verify that the proposed control strategy can achieve favorable control performance with regard to system parameter variations and external disturbances. ► We propose an adaptive continuous nonsingular terminal sliding mode control. ► The dynamics of the plant is identified on-line requiring no off-line learning phase. ► Closed-loop stability and finite time convergence of tracking error are guaranteed. ► The simulation and experimental results show the higher-precision tracking control. ► The robustness with regard to system parameter variations and disturbance is achieved.
Author Nekoukar, V.
Erfanian, A.
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Issue 1
Keywords Adaptive fuzzy control
Functional electrical stimulation
Terminal sliding mode
Time-varying
Fuzzy system models
Fuzzy system
Adaptive algorithm
Error estimation
Control system
Fuzzy set
Non linear system
Adaptive control
Hyperplane
Robotics
Convergence
Manipulator
Fuzzy logic
Fuzzy control
Engineering
Experimental result
System performance
Information processing
Learning algorithm
Numerical stability
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Snippet This paper presents a new adaptive terminal sliding mode tracking control design for a class of nonlinear systems using fuzzy logic system. The terminal...
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SubjectTerms Adaptive control systems
Adaptive fuzzy control
Applied sciences
Circuit properties
Combinatorics
Combinatorics. Ordered structures
Computer science; control theory; systems
Control systems
Designs and configurations
Digital circuits
Dynamical systems
Electric, optical and optoelectronic circuits
Electronic circuits
Electronics
Exact sciences and technology
Functional electrical stimulation
Fuzzy logic
Fuzzy system models
Information, signal and communications theory
Mathematical methods
Mathematics
Miscellaneous
Nonlinear dynamics
Sciences and techniques of general use
Sliding mode control
Strategy
Telecommunications and information theory
Terminal sliding mode
Terminals
Theoretical computing
Time-varying
Title Adaptive fuzzy terminal sliding mode control for a class of MIMO uncertain nonlinear systems
URI https://dx.doi.org/10.1016/j.fss.2011.05.009
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