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首页> 外文期刊>International Journal of Automotive Technology >DRIVER CURVE SPEED MODEL AND ITS APPLICATION TO ACC SPEED CONTROL IN CURVED ROADS
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DRIVER CURVE SPEED MODEL AND ITS APPLICATION TO ACC SPEED CONTROL IN CURVED ROADS

机译:驾驶员曲线速度模型及其在弯道ACC速度控制中的应用

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摘要

A speed control algorithm for an ACC (Adaptive Cruise Control) system for curved roads is proposed based on driver behavior characteristics. As the foundation of this research, a driver speed model for curved roads is developed using a series of experimental data regarding driver behavior. To adapt the model to each driver's individual curve speed behavior, the coefficients of the model are identified in real time from the data sequences collected during drivers' manual operation stage by a self-learning algorithm based on a Recursive Least-Square (RLS) method with a forgetting factor. Using this algorithm, the parameters of the driver model can be identified from the data collected in the manual operation phase, and the identification results are applied during the ACC automatic control phase. Based on the developed model, the ACC speed control algorithm is modified to provide each individual driver with a customized speed profile for the scenario of a curved road with no car ahead. Tests verify the applicability of the modified system.
机译:提出了一种基于驾驶员行为特征的ACC(自适应巡航控制)系统的速度控制算法。作为这项研究的基础,使用一系列有关驾驶员行为的实验数据开发了弯道驾驶员速度模型。为了使模型适应每个驾驶员的个别曲线速度行为,通过基于递归最小二乘(RLS)方法的自学习算法,从驾驶员手动操作阶段收集的数据序列中实时识别模型的系数带有遗忘因素。使用此算法,可以从在手动操作阶段收集的数据中识别出驾驶员模型的参数,并在ACC自动控制阶段中应用识别结果。在开发的模型的基础上,对ACC速度控制算法进行了修改,以为每位驾驶员提供定制的速度曲线,以应对弯道前方无汽车的情况。测试验证了修改后的系统的适用性。

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