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Accuracy and quickness criterion-based driving skill metric for human adaptive mechatronics system

机译:基于精度和快速性准则的人类自适应机电一体化系统驾驶技能度量

摘要

Previous studies on driving skill algorithm have combined tracking error and time related variables into algorithm formulation. This method however does not include a car orientation and lateral speed information as an integral part of the algorithm. Two new variables are introduced into the algorithm structure, namely, orientation angle and lateral speed. Nine participants were carefully recruited for a driving test to validate the algorithm. A simulated driving environment was specifically devised for this experiment. A driving track used in this experiment was segmented into five different severities for data analysis. Two fundamental goals have led to the collection and subsequent analysis of the data. The first is analysing the variables in relation to the driving task. The second involves data analysis being further extended into analysing the algorithm performance over estimating the driving skill index. The results reveal that the proposed variables are well correlated with the driving task, and improvement in algorithm performance is found to be almost double compared to the previous algorithm.
机译:先前关于驾驶技能算法的研究已将跟踪误差和与时间有关的变量组合成算法公式。但是,该方法不包括汽车方向和横向速度信息作为算法的组成部分。算法结构中引入了两个新变量,即定向角和横向速度。精心招募了9名参与者进行驾驶考试,以验证算法。为此实验专门设计了一个模拟驾驶环境。本实验中使用的行驶轨迹分为五个不同的严重程度,以进行数据分析。有两个基本目标导致了数据的收集和后续分析。首先是分析与驾驶任务相关的变量。第二个方面是将数据分析进一步扩展到分析算法性能,而不是估计驾驶技能指标。结果表明,所提出的变量与驾驶任务具有很好的相关性,并且与以前的算法相比,算法性能的提高几乎翻了一番。

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