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作 者:黄腾 何通 HUANG Teng;HE Tong(Automobile College,Chang'an University,Xi’an 710064,China)
出 处:《汽车实用技术》2022年第23期118-122,共5页Automobile Applied Technology
摘 要:针对驾驶模拟器转向系统相对实车缺乏路感反馈这一问题,设计了一种基于NARX神经网络的路感模型,实现了转向系统摩擦动态特性描述和路感模拟。首先基于dSPACE和Carsim搭建驾驶员在环数据采集平台,实现驾驶模拟器控制器局域网(CAN)通信配置。采集真实驾驶员实时数据,并对原始数据进行滤波处理,完成NARX路感模型构建。最后对路感模型进行Simulink/Carsim联合仿真试验。试验结果表明,该路感模型可以有效实现路感模拟功能。Aiming at the problem that the steering system of the driving simulator lacks road sense feedback compared with the real vehicle, this paper designs a road sense model based on NARX neural network, and realizes the description of the friction dynamic characteristics of the steering system and the simulation of road sense. First, a driver in the loop data acquisition platform is built based on dSPACE and Carsim to realize the Controller Area Network(CAN) communication configuration of the driving simulator. Real time data of real drivers are collected, and the original data is filtered to complete the construction of NARX road sense model. Finally, the simulink/carsim joint simulation test is carried out on the road sense model. The test results show that the road sense model can effectively realize the road sense simulation function.
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