Enhanced variable-universe fuzzy control for vehicle semi-active suspension systems

被引:10
|
作者
Pang, Hui [1 ]
Liu, Fan [1 ]
Liu, Xue [1 ]
机构
[1] Xian Univ Technol, Sch Mech & Precis Instrument Engn, Xian, Shaanxi, Peoples R China
基金
中国国家自然科学基金;
关键词
Semi-active suspension; variable-universe; fuzzy control; fuzzy neural network; NEURAL-NETWORK; LOGIC CONTROLLER; DELAY;
D O I
10.3233/JIFS-169184
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
An enhanced variable-universe fuzzy controller design approach is proposed for a vehicle semi-active suspension system that combines the conventional universe fuzzy control algorithm with the fuzzy neural network control theory. First, a mathematical model of a vehicle suspension system is established, taking the road excitation into account. Then, a fuzzy inference unit is constructed by using a fuzzy neural network algorithm, which is able to regulate the universe of input/output variables for a fuzzy logic controller in real-time. It can also avoid the problem of excessive reliance on expert experience in selecting the contracting-expanding factors. Finally, a designed example and its simulation analysis are conducted to verify the proposed control approach.
引用
收藏
页码:2999 / 3006
页数:8
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