首页> 外文期刊>Proceedings of the Institution of Mechanical Engineers, Part D. Journal of Automobile Engineering >An interval type-2 fuzzy logic controller for quarter-vehicle active suspensions
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An interval type-2 fuzzy logic controller for quarter-vehicle active suspensions

机译:用于四分之一车辆主动悬架的区间2型模糊逻辑控制器

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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 (IMF{sup}2s). The IMF{sup}2s 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.
机译:针对车辆非线性主动悬架系统,提出了一种基于区间2型模糊控制器的新型自适应模糊控制器。采用由最小均方最佳算法引起的自适应策略,对区间类型2模糊隶属度函数(IMF {sup} 2s)的上下限进行自调整。 IMF {sup} 2s用于AFC设计中,不仅处理由不规则的道路输入和不可估量的干扰引起的非线性和不确定性,而且还处理专家知识和经验的潜在不确定性。基于四分之一车辆主动悬架模型的案例研究表明,提出的2型控制器明显优于传统的主动悬架和被动悬架模糊控制器。

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