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 in | Fuzzy sets and systems Vol. 179; no. 1; pp. 34 - 49 |
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Main Authors | , |
Format | Journal Article |
Language | English |
Published |
Kidlington
Elsevier B.V
16.09.2011
Elsevier |
Subjects | |
Online Access | Get full text |
ISSN | 0165-0114 1872-6801 |
DOI | 10.1016/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. |
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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. |
Author_xml | – sequence: 1 givenname: V. surname: Nekoukar fullname: Nekoukar, V. email: nekoukar@iust.ac.ir – sequence: 2 givenname: A. surname: Erfanian fullname: Erfanian, A. email: erfanian@iust.ac.ir |
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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 |
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