Ain interval type-2 fuzzy logic controller for quarter-vehicle active suspensions

被引:20
作者
Cao, J. [1 ,2 ]
Liu, H. [1 ]
Li, P. [3 ]
Brown, D. [1 ]
机构
[1] Univ Portsmouth, Inst Ind Res, Portsmouth PO1 3QL, Hants, England
[2] Northwestern Polytech Univ, Sch Automat, Xian 710072, Shanxi, Peoples R China
[3] Liaoning Shihua Univ, Sch Informat & Control Engn, Fushun, Liaoning, Peoples R China
关键词
adaptive fuzzy logic controller; interval type-2 fuzzy membership functions; quarter-vehicle active suspension;
D O I
10.1243/09544070JAUTO767
中图分类号
TH [机械、仪表工业];
学科分类号
0802 ;
摘要
A novel adaptive fuzzy logic controller (AFC) based on an interval type-2 fuzzy controller is proposed for vehicle non-linear active suspension systems. The adaptive strategy elicited from the least- mean-squares optimal algorithm is adopted to self-tune lower bounds and upper bounds of interval type-2 fuzzy membership functions ((IMFS)-S-2). The IMF(2)s are utilized in the AFC design to deal with not only non-linearity and uncertainty caused by irregular road inputs and immeasurable disturbance, but also the potential uncertainty of experts knowledge and experience. A case study based on a quarter-vehicle active suspension model has demonstrated that the proposed type-2 controller significantly outperforms conventional fuzzy controllers of an active suspension and a passive suspension.
引用
收藏
页码:1361 / 1373
页数:13
相关论文
共 32 条
[1]  
[Anonymous], J NONLINEAR STUD
[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]  
COUPLAND S, 2006, P 2006 IEEE C FUZZ S, P7196
[5]   Fuzzy control for active suspensions [J].
D'Amato, FJ ;
Viassolo, DE .
MECHATRONICS, 2000, 10 (08) :897-920
[6]   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
[7]   Type-2 FLCs: A new generation of fuzzy controllers [J].
Hagras, Hani .
IEEE COMPUTATIONAL INTELLIGENCE MAGAZINE, 2007, 2 (01) :30-43
[8]   Survey of advanced suspension developments and related optimal control applications [J].
Hrovat, D .
AUTOMATICA, 1997, 33 (10) :1781-1817
[9]  
HROVAT D, 1987, SR87120 FORD MOT CO
[10]   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