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Usability of Three Electroencephalogram Headsets for Brain-Computer Interfaces: A Within Subject Comparison

机译:三种脑电图仪耳机在脑机接口上的可用性:主题比较之内的A

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Currently the field of brain-computer interfacing is increasingly focused on developing usable brain-computer interfaces (BCIs) to better ensure technology transfer and acceptance. Many studies have investigated the usability of BCI applications as a whole. Here we aim to investigate one specific component of an electroencephalogram (EEG)-based BCI system: the acquisition component. This study compares on the usability of three different EEG headsets in the context of a P300-based BCI application for communication. Thirteen participants took part in a within-subject experiment. Participants were randomly given a Biosemi, Emotiv EPOC or g. Sahara headset. After every session offline classification accuracy (efficacy) was calculated and usability factors (perceived efficiency and user satisfaction) were measured using questionnaires. The 32-channel Biosemi headset offered the highest accuracy (88.5%) compared with the 8-channel g. Sahara (62.7%) and the 14-channel Emotiv (61.7%). There was no difference in accuracy between the Biosemi and the g. Sahara when comparing the same 8 channels. The Biosemi and g. Sahara were rated as more comfortable than the Emotiv. The Emotiv was rated as best for aesthetics. System setup time was highest for the Biosemi headset when compared with the g. Sahara and the Emotiv. Without information about the effectiveness, participants preferred the Emotiv. We recommend the use of a gelled headset for applications which require high accuracy and efficiency and water-based or dry headsets when aesthetics, easy setup and fun are important.
机译:当前,脑机接口领域越来越集中于开发可用的脑机接口(BCI),以更好地确保技术转让和接受。许多研究从整体上研究了BCI应用程序的可用性。在这里,我们旨在研究基于脑电图(EEG)的BCI系统的一个特定组件:获取组件。这项研究在基于P300的BCI通信应用中比较了三种不同的EEG耳机的可用性。 13名参与者参加了一项主题内实验。随机给予参与者Biosemi,Emotiv EPOC或g。撒哈拉耳机。每次会话后,都要计算离线分类的准确性(效率),并使用问卷调查可用性因素(感知的效率和用户满意度)。与8声道g耳机相比,32声道Biosemi耳机提供了最高的准确性(88.5%)。撒哈拉(62.7%)和14频道的动机(61.7%)。 Biosemi和g之间的准确性没有差异。撒哈拉在比较相同的8个频道时。 Biosemi和g。撒哈拉沙漠被认为比起动机更舒适。 Emotiv被评为美学最佳。与g相比,Biosemi耳机的系统设置时间最高。撒哈拉沙漠与情感。在没有有效性信息的情况下,参与者偏爱动机。我们建议在需要高精度和高效率的应用中使用凝胶耳机,而对于美观,易于设置和娱乐性很重要的水基或干式耳机。

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