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Controlling In-Vehicle Systems with a Commercial EEG Headset: Performance and Cognitive Load

机译:使用商业EEG耳机控制车载系统:性能和认知负载

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Humans have dreamed for centuries to control their surroundings solely by the power of their minds. These aspirations have been captured by multiple science fiction creations, such as the Neuromancer novel by William Gibson or the Brainstorm cinematic movie, to name just a few. Nowadays, these dreams are slowly becoming reality due to a variety of brain-computer interfaces (BCI) that detect neural activation patterns and support the control of devices by brain signals. An important field in which BCIs are being successfully integrated is the interaction with vehicular systems. In this paper, we evaluate the performance of BCIs, more specifically a commercial electroencephalographic (EEG) headset in combination with vehicle dashboard systems, and highlight the advantages and limitations of this approach. Further, we investigate the cognitive load that drivers experience when interacting with secondary in-vehicle devices via touch controls or a BCI headset. As in-vehicle systems are increasingly versatile and complex, it becomes vital to capture the level of distraction and errors that controlling these secondary systems might introduce to the primary driving process. Our results suggest that the control with the EEG headset introduces less distraction to the driver, probably as it allows the eyes of the driver to remain focused on the road. Still, the control of the vehicle dashboard by EEG is efficient only for a limited number of functions, after which increasing the number of in-vehicle controls amplifies the detection of false commands.
机译:人类曾梦想着几个世纪以来,以单独控制周围的环境。这些愿望已被多种科幻创作捕获,例如威廉·吉布森或头脑风暴电影电影的神经传道小说,只有几个。如今,由于各种脑电脑接口(BCI),这些梦想慢慢成为现实的现实,它检测神经激活模式并通过脑信号支持设备的控制。成功集成了BCI的一个重要领域是与车辆系统的交互。在本文中,我们评估了BCI的性能,更具体地是与车辆仪表板系统组合的商业型电工(EEG)耳机,并突出了这种方法的优点和局限性。此外,我们研究了通过触摸控制或BCI耳机与辅助车载设备交互时的认知负荷。随着车载系统越来越多样化并且复杂,捕获控制这些二级系统的分心和错误可能对初级驾驶过程引入的误差变得至关重要。我们的结果表明,由于它允许驾驶员的眼睛仍然集中在道路上,因此与脑电图耳机的控制更少地介绍了驾驶员的分心。尽管如此,EEG的车辆仪表板的控制仅用于有限数量的功能,之后增加车载控制的数量放大了假命令的检测。

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