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Identifying cognitive distraction using steering wheel reversal rates

机译:使用方向盘反转率识别认知分心

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摘要

The influence of driver distraction on driving performance is not yet well understood, but it can have detrimental effects on road safety. In this study, we examined the effects of visual and non-visual distractions during driving, using a high-fidelity driving simulator. The visual task was presented either at an offset angle on an in-vehicle screen, or on the back of a moving lead vehicle. Similar to results from previous studies in this area, non-visual (cognitive) distraction resulted in improved lane keeping performance and increased gaze concentration towards the centre of the road, compared to baseline driving, and further examination of the steering control metrics indicated an increase in steering wheel reversal rates, steering wheel acceleration, and steering entropy. We show, for the first time, that when the visual task is presented centrally, drivers’ lane deviation reduces (similar to non-visual distraction), whilst measures of steering control, overall, indicated more steering activity, compared to baseline. When using a visual task that required the diversion of gaze to an in-vehicle display, but without a manual element, lane keeping performance was similar to baseline driving. Steering wheel reversal rates were found to adequately tease apart the effects of non-visual distraction (increase of 0.5 degree reversals) and visual distraction with offset gaze direction (increase of 2.5 degree reversals). These findings are discussed in terms of steering control during different types of in-vehicle distraction, and the possible role of manual interference by distracting secondary tasks.
机译:驾驶员分心对驾驶性能的影响尚未得到很好的理解,但会对道路安全产生不利影响。在这项研究中,我们使用高保真驾驶模拟器检查了驾驶过程中视觉和非视觉干扰的影响。可视任务要么以偏移角度显示在车载屏幕上,要么显示在移动的领先车辆的后方。与之前在该领域的研究结果相似,与基线驾驶相比,非视觉(认知)干扰可改善车道保持性能,并提高凝视向道路中心的注意力,转向控制指标的进一步研究表明,这种情况有所增加方向盘反转率,方向盘加速度和转向熵。我们首次展示了在集中执行视觉任务时,驾驶员的车道偏离减少了(类似于非视觉分散注意力),而总体而言,与基准相比,转向控制的指标显示出更多的转向活动。当使用需要将视线转移到车载显示器但没有手动元素的视觉任务时,车道保持性能类似于基线驾驶。发现方向盘倒转率可以充分消除非视觉干扰(增加0.5度反转)和视线偏移(凝视方向增加)(2.5度反转)的影响。这些发现将在不同类型的汽车分心过程中的转向控制以及分心次要任务对人为干预的可能作用方面进行讨论。

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