Adaptive Fuzzy Logic Controller for Vehicle Active Suspensions with Interval Type-2 Fuzzy Membership Functions

被引:13
作者
Cao, Jiangtao [1 ]
Liu, Honghai [2 ]
Li, Ping [3 ]
Brown, David [2 ]
机构
[1] Univ Portsmouth, Inst Ind Res, Portsmouth PO1 3QL, Hants, England
[2] Univ Portsmouth, Inst Ind Res, Portsmouth PO1 3QL, Hants, England
[3] Liaoning Shihua Univ, Sch Informat & Control Engn, Fushun 113001, Peoples R China
来源
2008 IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS, VOLS 1-5 | 2008年
关键词
D O I
10.1109/FUZZY.2008.4630348
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Elicited from the Least Means Squares optimal algorithm (LMS), an adaptive fuzzy logic controller (AFC) based on interval type-2 fuzzy sets is proposed for vehicle non-linear active suspension systems. The interval membership functions (IMF(2)s) are utilized in the AFC design to deal with not only non-linearity and uncertainty caused from irregular road inputs and immeasurable disturbance, but also the potential uncertainty of expert's knowledge and experience. The adaptive strategy is designed to self-tune the active force between the lower bounds and upper bounds of interval fuzzy outputs. A case study based on a quarter active suspension model has demonstrated that the proposed type-2 fuzzy controller significantly outperforms conventional fuzzy controllers of an active suspension and a passive suspension.
引用
收藏
页码:83 / +
页数:2
相关论文
共 27 条
[1]  
Astudillo L., J NONLINEAR STUDIES, V14, P37
[2]   A study of electric vehicle suspension control system based on an improved half-vehicle model [J].
Cao J.-T. ;
Liu H.-H. ;
Li P. ;
Brown D.J. ;
Dimirovski G. .
International Journal of Automation and Computing, 2007, 4 (3) :236-242
[3]  
CHEN ST, 1995, MECHATRONICS, V5, P365
[4]   Fuzzy control for active suspensions [J].
D'Amato, FJ ;
Viassolo, DE .
MECHATRONICS, 2000, 10 (08) :897-920
[5]   A hierarchical type-2 fuzzy logic control architecture for autonomous mobile robots [J].
Hagras, HA .
IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2004, 12 (04) :524-539
[6]  
HAMID DT, 1997, J VIB CONTROL, V3, P1
[7]   Survey of advanced suspension developments and related optimal control applications [J].
Hrovat, D .
AUTOMATICA, 1997, 33 (10) :1781-1817
[8]  
HROVAT D, 1987, SR87120 FORD MOT CO
[9]   Adaptive fuzzy controller with sliding surface for vehicle suspension control [J].
Huang, SJ ;
Lin, WC .
IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2003, 11 (04) :550-559
[10]   Fuzzy logic controller for a vehicle active suspension system [J].
Huang, SJ ;
Chao, HC .
PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART D-JOURNAL OF AUTOMOBILE ENGINEERING, 2000, 214 (D1) :1-12