Hybrid fuzzy model-based control of nonholonomic systems: A unified viewpoint

被引:27
作者
Chiu, Chian-Song [1 ]
Lian, Kuang-Yow [2 ]
机构
[1] Chien Kuo Technol Univ, Dept Elect Engn, Changhua 50050, Taiwan
[2] Chung Yuan Christian Univ, Dept Elect Engn, Chungli 32023, Taiwan
关键词
fuzzy control; hybrid control; linear matrix inequality (LMI); nonholonomic systems; Takagi-Sugeno (T-S) fuzzy model;
D O I
10.1109/TFUZZ.2007.895952
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper proposes a unified hybrid fuzzy model-based control scheme for uncertain nonholonomic systems. Compared with typical hybrid fuzzy control, the stability analysis is performed based on a new concept of constructing a semicommon Lyapunov function and a new definition called as exponential-like model following. This advancement provides a strict stability analysis but results in relaxed gain conditions. In detail, a unified hybrid Takagi-Sugeno fuzzy model is first introduced for representing well-known nonholonomic systems with a momentum conservation constraint or a no-slip constraint. Then, the hybrid fuzzy controller is derived to ensure robust nonlinear model following control, i.e., an asymptotic convergence with adjustable ultimate bound and arbitrary disturbance attenuation in an L-2-gain sense. Furthermore, an iterative linear matrix inequality technique is proposed to guarantee the stability and avoid the need of a common positive-definite matrix. Finally, the applications are carried out on a hopping robot and a car-like mobile robot. Numerical simulations and experiment results show the expected performances.
引用
收藏
页码:85 / 96
页数:12
相关论文
共 31 条
[1]   Stabilization of wheeled vehicles by hybrid nonlinear time-varying feedback laws [J].
AlRegib, E ;
Kolmanovsky, I ;
Mcclamroch, NH .
PROCEEDINGS OF THE 1996 IEEE INTERNATIONAL CONFERENCE ON CONTROL APPLICATIONS, 1996, :67-72
[2]   A feedback control scheme for reversing a truck and trailer vehicle [J].
Altafini, C ;
Speranzon, A ;
Wahlberg, B .
IEEE TRANSACTIONS ON ROBOTICS AND AUTOMATION, 2001, 17 (06) :915-922
[3]   Discontinuous control of nonholonomic systems [J].
Astolfi, A .
SYSTEMS & CONTROL LETTERS, 1996, 27 (01) :37-45
[4]  
Boy S., 1994, Linear MatrixInequalities in System and Control Theory
[5]   Multiple Lyapunov functions and other analysis tools for switched and hybrid systems [J].
Branicky, MS .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 1998, 43 (04) :475-482
[6]  
Brockett R.W., 1983, Differential Geometric Control Theory, P181
[7]   Modeling and controllability for a class of hybrid mechanical systems [J].
Bullo, F ;
Zefran, M .
IEEE TRANSACTIONS ON ROBOTICS AND AUTOMATION, 2002, 18 (04) :563-573
[8]  
BULLO F, 2002, P ICRA 02, V2, P1741
[9]  
Chen BS, 2000, IEEE T FUZZY SYST, V8, P249, DOI 10.1109/91.855915
[10]   Guaranteed cost controller design for discrete-time switching fuzzy systems [J].
Choi, DJ ;
Park, PG .
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS, 2004, 34 (01) :110-119