Vibration control of vehicle suspension system using adaptive critic-based neurofuzzy controller

R. Vatankhah, Masoud Rahaeifard, A. Alasty
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引用次数: 8

Abstract

This paper presents an active suspension system for passenger cars, using adaptive critic-based neurofuzzy controller. The model is described by a system with seven degrees of freedom. The car is subjected to excitation from a rode surface and wheel unbalance. The main superiority of the proposed controller over previous analogous fuzzy logic controller designed approaches, e.g., genetic fuzzy logic controller, is its online tuning characteristic and remarkable reduced amount of computations used for parameter adaptation, which makes it desirable for real time applications. Considering the simplicity of this controller and its independence from the system model, this control method has the advantage of online learning and control, and can be applied to a large variety of systems. The simulation results show that the proposed controller proves to be very effective in the vibration isolation of the vehicle body.
基于自适应临界神经模糊控制器的汽车悬架系统振动控制
提出了一种基于自适应临界神经模糊控制器的轿车主动悬架系统。该模型由一个具有七个自由度的系统来描述。汽车受到来自车架表面和车轮不平衡的激励。与以往类似的模糊逻辑控制器设计方法(如遗传模糊控制器)相比,所提出的控制器的主要优点是其在线整定特性和显著减少了用于参数自适应的计算量,这使得它适合实时应用。考虑到该控制器的简单性和与系统模型的独立性,该控制方法具有在线学习和控制的优点,可以应用于各种各样的系统。仿真结果表明,所提出的控制器对车身的隔振是非常有效的。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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