Various methods of tyre modelling are implemented from pure theoretical to empirical or semi-empirical models based on experimental results. A new way of representing tyre data obtained from measurements is presented ...Various methods of tyre modelling are implemented from pure theoretical to empirical or semi-empirical models based on experimental results. A new way of representing tyre data obtained from measurements is presented via support vector machines （SVMs）. The feasibility of applying SVMs to steady-state tyre modelling is investigated by comparison with three-layer backpropagation （BP） neural network at pure slip and combined slip. The results indicate SVMs outperform the BP neural network in modelling the tyre characteristics with better generalization performance. The SVMsqyre is implemented in 8-DOF vehicle model for vehicle dynamics simulation by means of the PAC 2002 Magic Formula as reference. The SVMs-tyre can be a competitive and accurate method to model a tyre for vehicle dynamics simuLation.展开更多
鉴于魔术公式轮胎模型能够较准确地描述轮胎特性,为获取跨座式单轨走行轮胎的魔术公式轮胎模型,采用Tire Data Fitting Tool模块和遗传算法相结合的方法进行魔术公式参数辨识。利用Tire Data Fitting Tool模块辨识出粗糙参数,再利用遗...鉴于魔术公式轮胎模型能够较准确地描述轮胎特性,为获取跨座式单轨走行轮胎的魔术公式轮胎模型,采用Tire Data Fitting Tool模块和遗传算法相结合的方法进行魔术公式参数辨识。利用Tire Data Fitting Tool模块辨识出粗糙参数,再利用遗传算法辨识出精确参数。基于参数辨识获得的魔术公式轮胎模型计算出的轮胎力结果与仿真数据相关性好。研究成果为跨座式单轨车辆动力学分析提供了有效的轮胎模型。展开更多
基金This project is supported by Shanghai Automobile Industry Corporation Technology Foundation, China(No.0224).
文摘Various methods of tyre modelling are implemented from pure theoretical to empirical or semi-empirical models based on experimental results. A new way of representing tyre data obtained from measurements is presented via support vector machines （SVMs）. The feasibility of applying SVMs to steady-state tyre modelling is investigated by comparison with three-layer backpropagation （BP） neural network at pure slip and combined slip. The results indicate SVMs outperform the BP neural network in modelling the tyre characteristics with better generalization performance. The SVMsqyre is implemented in 8-DOF vehicle model for vehicle dynamics simulation by means of the PAC 2002 Magic Formula as reference. The SVMs-tyre can be a competitive and accurate method to model a tyre for vehicle dynamics simuLation.
文摘鉴于魔术公式轮胎模型能够较准确地描述轮胎特性,为获取跨座式单轨走行轮胎的魔术公式轮胎模型,采用Tire Data Fitting Tool模块和遗传算法相结合的方法进行魔术公式参数辨识。利用Tire Data Fitting Tool模块辨识出粗糙参数,再利用遗传算法辨识出精确参数。基于参数辨识获得的魔术公式轮胎模型计算出的轮胎力结果与仿真数据相关性好。研究成果为跨座式单轨车辆动力学分析提供了有效的轮胎模型。
