Emotional brain-computer interfaces

G. G. Molina, T. Tsoneva, A. Nijholt
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引用次数: 146

Abstract

Research in Brain-Computer Interface (BCI) has significantly increased during the last few years. In addition to their initial role as assisting devices for the physically challenged, BCIs are now proposed for a wider range of applications. As in any HCI application, BCIs can also benefit from adapting their operation to the emotional state of the user. BCIs have the advantage of having access to brain activity which can provide significant insight into the user's emotional state. This information can be utilized in two manners. 1) Knowledge of the influence of the emotional state on brain activity patterns can allow the BCI to adapt its recognition algorithms, so that the intention of the user is still correctly interpreted in spite of signal deviations induced by the subject's emotional state. 2) The ability to recognize emotions can be used in BCIs to provide the user with more natural ways of controlling the BCI through affective modulation. Thus, controlling a BCI by recollecting a pleasant memory can be possible and can potentially lead to higher information transfer rates. These two approaches of emotion utilization in BCI are elaborated in detail in this paper in the framework of non-invasive EEG based BCIs.
情感脑机接口
近年来,脑机接口(BCI)的研究有了显著的发展。除了最初作为残疾人辅助设备的作用外,脑机接口现在被提议用于更广泛的应用。与任何HCI应用程序一样,bci也可以通过调整其操作以适应用户的情绪状态而受益。脑机接口的优势在于可以访问大脑活动,这可以提供对用户情绪状态的重要洞察。这些信息可以以两种方式使用。1)了解情绪状态对大脑活动模式的影响,可以使BCI调整其识别算法,以便在受试者情绪状态引起的信号偏差下仍然正确地解释用户的意图。2)将情感识别能力应用于脑机接口,通过情感调节为用户提供更自然的脑机接口控制方式。因此,通过回忆愉快的记忆来控制脑机接口是可能的,并且可能导致更高的信息传输速率。本文在基于无创脑电的脑机接口框架下,对这两种情感利用方式进行了详细阐述。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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