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

机译:使用商用EEG耳机控制车载系统:性能和认知负荷

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摘要

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:数百年来,人类一直梦想着仅凭思想的力量来控制周围的环境。这些愿望已被多个科幻小说作品所捕捉,例如威廉·吉布森(William Gibson)的《神经巫师》小说或《头脑风暴》电影电影等。如今,由于各种脑机接口(BCI)能够检测神经激活模式并通过脑信号支持对设备的控制,因此这些梦想逐渐变为现实。成功集成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,更具体地说是结合车辆仪表板系统的商用脑电图(EEG)耳机,并强调了这种方法的优势和局限性。此外,我们研究了驾驶员通过触摸控件或BCI耳机与辅助车载设备进行交互时所承受的认知负荷。随着车载系统的多功能性和复杂性越来越高,捕获分散注意力和控制这些辅助系统可能会引入主驾驶过程的错误变得至关重要。我们的结果表明,使用EEG头戴式耳机进行的控制对驾驶员的干扰较小,这可能是因为它使驾驶员的眼睛始终专注于道路。尽管如此,通过EEG对车辆仪表板的控制仅对于有限数量的功能才有效,此后,增加车载控件的数量会放大对错误命令的检测。

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