Observer-based adaptive fuzzy backstepping dynamic surface control for a class of MIMO nonlinear systems
Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Author(s)
Detail(s)
Original language | English |
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Article number | 5711676 |
Pages (from-to) | 1124-1135 |
Journal / Publication | IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics |
Volume | 41 |
Issue number | 4 |
Publication status | Published - Aug 2011 |
Link(s)
Abstract
In this paper, an adaptive fuzzy backstepping dynamic surface control (DSC) approach is developed for a class of multiple-input-multiple-output nonlinear systems with immeasurable states. Using fuzzy-logic systems to approximate the unknown nonlinear functions, a fuzzy state observer is designed to estimate the immeasurable states. By combining adaptive-backstepping technique and DSC technique, an adaptive fuzzy output-feedback backstepping-control approach is developed. The proposed control method not only overcomes the problem of explosion of complexity inherent in the backstepping-design methods but also overcomes the problem of unavailable state measurements. It is proved that all the signals of the closed-loop adaptive-control system are semiglobally uniformly ultimately bounded, and the tracking errors converge to a small neighborhood of the origin. Simulation results are provided to show the effectiveness of the proposed approach. © 2011 IEEE.
Research Area(s)
- Adaptive output-feedback control, backstepping design, dynamic-surface-control (DSC) technique, fuzzy-logic systems (FLSs), nonlinear multiple-input-multiple-output (MIMO) systems, stability analysis
Citation Format(s)
Observer-based adaptive fuzzy backstepping dynamic surface control for a class of MIMO nonlinear systems. / Tong, Shao-Cheng; Li, Yong-Ming; Feng, Gang et al.
In: IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics, Vol. 41, No. 4, 5711676, 08.2011, p. 1124-1135.
In: IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics, Vol. 41, No. 4, 5711676, 08.2011, p. 1124-1135.
Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review