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Experience with the IMMa tyre test bench for the determination of tyre model parameters using genetic techniques

机译:具有使用遗传技术确定轮胎模型参数的IMMa轮胎测试台的经验

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摘要

The study of tyre behaviour is an interesting area in vehicle dynamics research. There are a great number of researchers working in this area. So knowledge of the tyre properties is necessary to design vehicle components and advance control systems properly. For that purpose, mathematical models of the tyre are used in vehicle simulation models. Semiempirical models can be used for this. These kinds of tyre model use a certain number of parameters that define them. Semiempirical models need to fit measurement data to the tyre properties that they define. The determination of these sets of parameters and the measurement data obtained are dealt with in this paper. A new method based on genetic techniques is used to determine these parameters. The main advantages of the method are its simplicity of implementation and its fast convergence to an optimal solution, with no need for an extensive knowledge of the searching space. So, to start the search, it is not necessary to know a set of starting values of the parameters that define the tyre model. A set of measurements that define several tyre properties are obtained on the IMMa tyre test bench. These measurement data are used to compare with results from the method proposed, and a new mutation procedure has been developed.
机译:轮胎行为的研究是车辆动力学研究中一个有趣的领域。在这一领域有大量的研究人员。因此,必须具备轮胎特性的知识才能正确设计车辆部件并正确控制系统。为此,在车辆仿真模型中使用轮胎的数学模型。半经验模型可以用于此。这些类型的轮胎模型使用一定数量的参数来定义它们。半经验模型需要使测量数据适合其定义的轮胎特性。本文讨论了这些参数集的确定和获得的测量数据。基于遗传技术的新方法用于确定这些参数。该方法的主要优点是它的实现简单并且可以快速收敛到最佳解决方案,而无需广泛的搜索空间知识。因此,开始搜索时,无需知道定义轮胎模型的参数的一组初始值。在IMMa轮胎测试台上获得了一组定义多个轮胎特性的测量值。这些测量数据用于与所提出的方法的结果进行比较,并且已经开发了一种新的突变程序。

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