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首页> 外文期刊>International journal of human-computer interaction >A P300-Based Brain-Computer Interface: Effects of Interface Type and Screen Size
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A P300-Based Brain-Computer Interface: Effects of Interface Type and Screen Size

机译:基于P300的脑机接口:接口类型和屏幕尺寸的影响

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摘要

As a nonmuscular communication and control system for people with severe motor disabilities, brain-computer interface (BCI) has found several applications. Although a few empirical studies of BCI user performance do exist, little to no research has specifically evaluated the impact of contributing factors on user performance in the BCI applications. To that end, our within-subjects design compared the impact of two different types of interface (ABC interface vs. frequency-based interface) and three levels of screen size (computer monitor, global positioning system, and cell phone screen) of a P300-based BCI application, P300 Speller, on user performance (accuracy, information transfer rate, amplitude, and latency) and usage preference. Ten participants with neuromuscular disabilities such as amyotrophic lateral sclerosis and cerebral palsy and 10 nondisabled participants were asked to type six, 10-character phrases in the P300 Speller. The overall accuracy was 79.7% for the nondisabled participants and 28.7% for participants with motor disabilities. The results showed that interface type and screen size have significant effects on user performance and usage preference, with varying degree of impact to participants with and without motor disabilities. Specifically, participants typed significantly more accurately in frequency-based interface and computer monitor screen. The results of this study should provide invaluable insights to the future research of P300-based BCI applications.
机译:作为严重运动障碍者的非肌肉通信和控制系统,脑机接口(BCI)已经发现了多种应用。尽管确实存在一些有关BCI用户性能的实证研究,但很少或没有研究专门评估过BCI应用程序中用户性能的影响因素。为此,我们的受试者内部设计比较了两种不同类型的界面(ABC界面与基于频率的界面)和P300的三个级别的屏幕尺寸(计算机监视器,全球定位系统和手机屏幕)的影响用户性能(准确性,信息传输速率,幅度和延迟)和使用偏好的基于BCI的应用程序P300 Speller。要求10名患有神经肌肉残疾(如肌萎缩性侧索硬化症和脑瘫)的参与者和10名非残障参与者在P300 Speller中键入6个10个字符的短语。非残疾参与者的整体准确性为79.7%,运动障碍参与者的整体准确性为28.7%。结果表明,界面类型和屏幕尺寸对用户性能和使用偏好有显着影响,对有或没有运动障碍的参与者产生不同程度的影响。具体来说,参与者在基于频率的界面和计算机监视器屏幕中键入的内容更加准确。这项研究的结果应该为基于P300的BCI应用程序的未来研究提供宝贵的见解。

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