Sliding mode neural network inference fuzzy logic control for active suspension systems

被引:125
作者
Al-Holou, N [1 ]
Lahdhiri, T
Joo, DS
Weaver, J
Al-Abbas, F
机构
[1] Univ Detroit Mercy, Dept Elect & Comp Engn, Detroit, MI 48221 USA
[2] Gen Motors Corp, VSAS Proc Ctr, Warren, MI 48093 USA
[3] Univ Detroit Mercy, Dept Mech Engn, Detroit, MI 48221 USA
关键词
active suspension systems; fuzzy logic; neural network; sliding mode;
D O I
10.1109/91.995124
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In the automotive industry, suspension systems are designed to provide desirable vehicle ride and handling properties. This paper presents the development of a robust intelligent nonlinear controller for active suspension systems based on a comprehensive and realistic nonlinear model. The inherent complex nonlinear system model's structure, and the presence of parameter uncertainties, have increased the difficulties of applying conventional linear and nonlinear control techniques. Recently, the combination of sliding mode, fuzzy logic, and neural network methodologies has emerged as a promising technique for dealing with complex uncertain systems. In this paper, a sliding mode neural network inference fuzzy logic controller is designed for automotive suspension systems in order to enhance the ride and comfort. Extensive simulations are performed on a quarter-car model, and the results show that the proposed controller outperforms existing conventional controllers with regard to body acceleration, suspension deflection, and tire deflection.
引用
收藏
页码:234 / 246
页数:13
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